{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mlm_training.model import Model, make_model_param\n",
    "from mlm_training.pianoroll import Pianoroll"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: 'tmp/data_296.pkl'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-5-8a8753cf34a0>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     14\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     15\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mnum\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 16\u001b[0;31m     \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"tmp/data_\"\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframe\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m\".pkl\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"rb\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mfile\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     17\u001b[0m         \u001b[0mout\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpickle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     18\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'tmp/data_296.pkl'"
     ]
    }
   ],
   "source": [
    "# For viewing beam at a given frame (after running decode.py with --out outputs)\n",
    "\n",
    "import dataMaps\n",
    "import pickle\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "data = dataMaps.DataMaps()\n",
    "data.make_from_file(\"data/outputs-20/test/MAPS_MUS-chpn-p14_ENSTDkAm.mid\", \"quant\", section=[0, 30])\n",
    "\n",
    "frame = 296\n",
    "num = 10\n",
    "\n",
    "frame = min(data.input.shape[1] - 1, frame)\n",
    "\n",
    "if num > 0:\n",
    "    with open(\"tmp/data_\" + str(frame) + \".pkl\", \"rb\") as file:\n",
    "        out = pickle.load(file)\n",
    "\n",
    "acoustic = data.input[:, :frame + 1]\n",
    "midi = data.target[:, :frame + 1]\n",
    "\n",
    "fig, ax = plt.subplots(3 + num * 5, 1, figsize=(15,15 + num * 13))\n",
    "ax[1].imshow((acoustic>0.5).astype(int), aspect='auto', origin='lower')\n",
    "ax[0].imshow(acoustic, aspect='auto', origin='lower')\n",
    "ax[2].imshow(midi, aspect='auto', origin='lower')\n",
    "for i in range(num):\n",
    "    ax[3 + 5*i].imshow(out[i][0], aspect='auto', origin='lower')\n",
    "    ax[4 + 5*i].imshow(out[i][1], aspect='auto', origin='lower')\n",
    "    ax[5 + 5*i].imshow(out[i][2], aspect='auto', origin='lower')\n",
    "    ax[6 + 5*i].imshow(out[i][3], aspect='auto', origin='lower')\n",
    "    ax[7 + 5* i].imshow(out[i][0] - (acoustic>0.5).astype(int), aspect='auto', origin='lower')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mcleod/anaconda3/envs/mlm/lib/python3.6/site-packages/pretty_midi/pretty_midi.py:951: UserWarning: tick should be an int.\n",
      "  warnings.warn('tick should be an int.')\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x4680 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# For viewing results of final output from evaluate\n",
    "\n",
    "import dataMaps\n",
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import Normalize\n",
    "\n",
    "norm = Normalize(vmin=0, vmax=1)\n",
    "\n",
    "step = \"quant\"\n",
    "folder = \"results-20/save/new-wm-\" + step + \"-0.1-f-prior\"\n",
    "basename = \"MAPS_MUS-bor_ps6_ENSTDkCl\"\n",
    "\n",
    "folder = 'tmp'\n",
    "\n",
    "pr = np.load(os.path.join(folder, basename + \"_pr.npy\"))\n",
    "if not folder.endswith(\"hmm\"):\n",
    "    priors = np.load(os.path.join(folder, basename + \"_priors.npy\"))\n",
    "    weights = np.load(os.path.join(folder, basename + \"_weights.npy\"))\n",
    "    combined_priors = np.load(os.path.join(folder, basename + \"_combined_priors.npy\"))\n",
    "\n",
    "data = dataMaps.DataMaps()\n",
    "data.make_from_file(\"data/outputs-20/test/\" + basename + \".mid\", step, section=[0, 30])\n",
    "\n",
    "acoustic = data.input\n",
    "midi = data.target\n",
    "\n",
    "fig, ax = plt.subplots(5 if folder.endswith(\"hmm\") else 8, 1, figsize=(25,40 if folder.endswith(\"hmm\") else 65))\n",
    "ax[0].imshow(midi, aspect='auto', origin='lower')\n",
    "ax[1].imshow((acoustic>0.5).astype(int), aspect='auto', origin='lower')\n",
    "ax[2].imshow(pr, aspect='auto', origin='lower')\n",
    "ax[3].imshow(pr - (acoustic>0.5).astype(int), aspect='auto', origin='lower')\n",
    "ax[4].imshow(acoustic, aspect='auto', origin='lower')\n",
    "if not folder.endswith(\"hmm\"):\n",
    "    ax[5].imshow(priors, aspect='auto', origin='lower', norm=norm)\n",
    "    ax[6].imshow(combined_priors, aspect='auto', origin='lower', norm=norm)\n",
    "    ax[7].imshow(weights, aspect='auto', origin='lower', norm=norm)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# For investigating weight model\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import itertools\n",
    "import pickle\n",
    "import sklearn\n",
    "\n",
    "with open(\"weight_model.b10_md0.48_h7_l2_prior.quant.best.pkl\", \"rb\") as file:\n",
    "    model = pickle.load(file)[\"model\"]\n",
    "\n",
    "ac = 0.8\n",
    "la = 0.2\n",
    "\n",
    "lst = np.array([list(i) for i in itertools.product([0, 1], repeat=7)])[::-1,::-1]\n",
    "\n",
    "data = np.zeros((len(lst), 10))\n",
    "data[:, :7] = lst\n",
    "data[:, 7] = ac\n",
    "data[:, 8] = la\n",
    "\n",
    "data[:, 9] = model.predict_proba(data[:, :9])[:, 1]\n",
    "\n",
    "#data = data[np.where(data[:, 6] == 1)[0]]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(15, 20))\n",
    "ax.imshow(data, aspect='auto')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 7.60147601e-01  8.70689655e-01  1.10542054e-01]\n",
      " [ 5.01587302e-01  5.19083969e-01  1.74966679e-02]\n",
      " [ 4.80000000e-01  5.77777778e-01  9.77777778e-02]\n",
      " [ 7.90123457e-01  9.08474576e-01  1.18351119e-01]\n",
      " [ 6.61710037e-01  7.96296296e-01  1.34586259e-01]\n",
      " [ 5.80858086e-01  7.25190840e-01  1.44332754e-01]\n",
      " [ 7.01902748e-01  7.41228070e-01  3.93253218e-02]\n",
      " [ 8.45188285e-01  7.43055556e-01 -1.02132729e-01]\n",
      " [ 6.18819777e-01  6.94096601e-01  7.52768244e-02]\n",
      " [ 7.65151515e-01  9.06666667e-01  1.41515152e-01]\n",
      " [ 6.98296837e-01  7.95539033e-01  9.72421965e-02]\n",
      " [ 6.62309368e-01  7.41463415e-01  7.91540464e-02]\n",
      " [ 6.72727273e-01  6.21848739e-01 -5.08785332e-02]\n",
      " [ 7.78688525e-01  8.45814978e-01  6.71264534e-02]\n",
      " [ 7.86627335e-01  7.57515030e-01 -2.91123052e-02]\n",
      " [ 6.73913043e-01  7.56097561e-01  8.21845175e-02]\n",
      " [ 8.53333333e-01  9.62962963e-01  1.09629630e-01]\n",
      " [ 8.07377049e-01  8.35497835e-01  2.81207863e-02]\n",
      " [ 8.66290019e-01  8.99224806e-01  3.29347874e-02]\n",
      " [ 8.54609929e-01  9.11877395e-01  5.72674656e-02]\n",
      " [ 5.61643836e-01  7.10526316e-01  1.48882480e-01]\n",
      " [ 4.42857143e-01  3.47280335e-01 -9.55768081e-02]\n",
      " [ 3.47368421e-01  2.97335203e-01 -5.00332177e-02]\n",
      " [ 3.77952756e-01  3.55140187e-01 -2.28125690e-02]\n",
      " [ 5.91160221e-01  5.07739938e-01 -8.34202829e-02]\n",
      " [ 5.58659218e-01  4.98402556e-01 -6.02566620e-02]\n",
      " [ 1.43250689e-01  1.38554217e-01 -4.69647184e-03]\n",
      " [ 5.78723404e-01  7.28033473e-01  1.49310069e-01]\n",
      " [ 7.56013746e-01  8.98785425e-01  1.42771679e-01]\n",
      " [ 8.53503185e-01  8.91410049e-01  3.79068639e-02]\n",
      " [ 8.47290640e-01  9.17333333e-01  7.00426929e-02]\n",
      " [ 8.71584699e-01  9.00699301e-01  2.91146012e-02]\n",
      " [ 7.31092437e-01  8.09917355e-01  7.88249184e-02]\n",
      " [ 8.02919708e-01  8.59315589e-01  5.63958813e-02]\n",
      " [ 9.16666667e-01  9.38679245e-01  2.20125786e-02]\n",
      " [ 9.16179337e-01  9.05050505e-01 -1.11288322e-02]\n",
      " [ 7.72117962e-01  7.89041096e-01  1.69231334e-02]\n",
      " [ 7.76470588e-01  8.57142857e-01  8.06722689e-02]\n",
      " [ 6.57534247e-01  7.67123288e-01  1.09589041e-01]\n",
      " [ 7.94063080e-01  5.24084778e-01 -2.69978301e-01]\n",
      " [ 7.60563380e-01  7.70000000e-01  9.43661972e-03]\n",
      " [ 7.50330251e-01  7.32316227e-01 -1.80140235e-02]\n",
      " [ 7.32970027e-01  7.50692521e-01  1.77224935e-02]\n",
      " [ 8.53448276e-01  8.72727273e-01  1.92789969e-02]\n",
      " [ 7.28110599e-01  6.79144385e-01 -4.89662141e-02]\n",
      " [ 7.11656442e-01  7.06697460e-01 -4.95898213e-03]\n",
      " [ 7.47899160e-01  7.47619048e-01 -2.80112045e-04]\n",
      " [ 6.88524590e-01  7.60563380e-01  7.20387901e-02]\n",
      " [ 7.03764321e-01  6.29981025e-01 -7.37832961e-02]\n",
      " [ 5.90322581e-01  5.85858586e-01 -4.46399479e-03]\n",
      " [ 7.41235392e-01  7.42753623e-01  1.51823087e-03]\n",
      " [ 6.09195402e-01  6.38036810e-01  2.88414075e-02]\n",
      " [ 6.32183908e-01  6.54545455e-01  2.23615465e-02]\n",
      " [ 8.55721393e-01  9.04522613e-01  4.88012200e-02]\n",
      " [ 8.43601896e-01  9.00990099e-01  5.73882033e-02]\n",
      " [ 7.08860759e-01  8.18181818e-01  1.09321059e-01]\n",
      " [ 7.75000000e-01  8.19819820e-01  4.48198198e-02]\n",
      " [ 8.78048780e-01  9.11949686e-01  3.39009050e-02]\n",
      " [ 5.08527132e-01  3.97137746e-01 -1.11389386e-01]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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/SSqQyV+SCmTyl6QCmfwlqUAmf0kqkMlfkgpk8pekApn8JalAJn9JKpDJX5IKZPKXpAKZ/CWpQCZ/SSqQyV+SCmTyl6QCmfwlqUAmf0kqkMlfkgpk8pekApn8JalAJn9JKpDJX5IKZPKXpAKZ/CWpQCZ/SSqQyV+SClQr+UfESyPiLyLisern+SO2eU1E/FVEHIqIhyPinXX2KUmqr27Lfy9wX2ZuA+6r7g97Fvg3mfkTwFXA70fExpr7lSTVUDf5Xw3cVt2+Ddg9vEFmfjUzH6tuHwW+BWyquV9JUg11k/8rMvNJgOrny1faOCJeB5wDfK3mfiVJNZy92gYRcS/wIyOe+sAkO4qIC4GPA9dn5nPLbLMH2AOwZcuWSV5ekjSBVZN/Zr55ueci4qmIuDAzn6yS+7eW2e7FwOeA387MB1fY1y3ALQALCwu5WmySpLWpW/a5C7i+un098NnhDSLiHOB/Ah/LzE/V3J8kqQF1k/8+4MqIeAy4srpPRCxExK3VNu8A3gDcEBEPVf9eU3O/kqQaIrOb1ZWFhYXcv3//rMOQpF6JiAOZubDads7wlaQCmfwlqUAmf0kqkMlfkgpk8pekApn8JalAJn9JKpDJX5IKZPKXpAKZ/CWpQCZ/SSqQyV+SCmTyl6QCmfwlqUAmf0kqkMlfkgpk8pekApn8JalAJn9JKpDJX5IKZPKXpAKZ/CWpQCZ/SSrQ2bMOQJLquPPgEW6+51GOHjvORRs3cOOu7ezeuXnWYXWeyV9Sb9158Ajv/8wjHD9xCoAjx47z/s88AuAJYBWWfST11s33PPp84l9y/MQpbr7n0RlF1B8mf0m9dfTY8Yke1wtM/pJ666KNGyZ6XC8w+UvqrRt3bWfD+nWnPbZh/Tpu3LV9RhH1hx2+knprqVPX0T6TM/lL6rXdOzeb7NfAso8kFcjkL0kFMvlLUoFM/pJUoFrJPyJeGhF/ERGPVT/PH7HNKyPiQEQ8FBGHIuK9dfYpSaqvbst/L3BfZm4D7qvuD3sS+FeZ+Rrg9cDeiLio5n4lSTXUTf5XA7dVt28Ddg9vkJk/zMwfVHfPbWCfkqSa6ibiV2TmkwDVz5eP2igiLomIh4FvAr+bmUdr7leSVMOqk7wi4l7gR0Y89YFxd5KZ3wReXZV77oyIOzLzqRH72gPsAdiyZcu4Ly9JmtCqyT8z37zccxHxVERcmJlPRsSFwLdWea2jEXEI+GngjhHP3wLcArCwsJCrxSZJWpu6ZZ+7gOur29cDnx3eICIujogN1e3zgcsBF9uWpBmKzLU3sCPiZcAngS3AN4C3Z+bfRcQC8N7MfE9EXAn8HpBAAH9QtfBXe+2ngb8FLgC+veYgp6ursXU1LuhubF2NC7obW1fjgu7G1kZcr8zMTattVCv5tyEi9mfmwqzjGKWrsXU1LuhubF2NC7obW1fjgu7G1qW4HHYpSQUy+UtSgfqQ/FftH5ihrsbW1bigu7F1NS7obmxdjQu6G1tn4up8zV+S1Lw+tPwlSQ3rTPKPiKsi4tGIeDwizlggLiLeEBH/LyJORsS1HYvt1yPiyxHxcETcFxGv7Ehc742IR6oVVf8yIna0Edc4sQ1sd21EZDU8eOZxRcQNEfF0dcweioj3dCGuapt3VJ+zQxHxJ23ENU5sEfHhgeP11Yg41pG4tkTEAxFxsPrbfEsbcY0Z2yurXPFwRHw+Ii5uK7bnZebM/wHrgK8B/ww4B/gSsGNom63Aq4GPAdd2LLYrgPOq278K3N6RuF48cPutwJ935ZhV270I+D/Ag8BCF+ICbmBxLkorn68J4toGHATOr+6/vCuxDW3/74H/0YW4WKyv/2p1ewfwRFeOGfAp4Prq9puAj7f5mcvMzrT8Xwc8nplfz8wfAp9gccXQ52XmE5n5MPBcB2N7IDOfre4+CLRxFh8nrr8fuPtPWZxo14ZVY6v8J+C/AN/vWFxtGyeufwt8NDOfAcjMFZdSaTm2Qe8C/rQjcSXw4ur2S4C2FpQcJ7YdLC6DD/DAiOenrivJfzOLK34uOVw91gWTxvZu4H9PNaJFY8UVEf8uIr7GYpL9Dy3ENVZsEbETuCQz/1dLMY0VV+Vt1dfxOyLiko7E9ePAj0fEFyLiwYi4qoW4xo0NWCxlAJcC93ckrt8BfiUiDgN3s/itpA3jxPYl4G3V7V8GXlStmNCariT/GPFYV4YhjR1bRPwKsADcPNWIqt2NeOyMuDLzo5n5o8BvAb899agWrRhbRJwFfBj4jZbieX7XIx4bPmZ/BmzNzFcD9/LC9SqmaZy4zmax9PNGFlvXt0bExinHBZP9bV4H3JGZp6YYz5Jx4noX8EeZeTHwFuDj1Wdv2saJ7TeBn4mIg8DPAEeAk9MObFBXkv9hYLCFdTHtfUVbzVixRcSbWVzm+q35wsVrZh7XgE8w4mI7U7JabC8C/gXw+Yh4Avgp4K4WOn1XPWaZ+Z2B9++/Aa+dckxjxVVt89nMPJGZf8Pi4ojbOhLbkutop+QD48X1bhbXHiMz/wr4JyyurTPz2DLzaGZek5k7qZbHz8zvthDbaUHM/B+LrZqvs/iVcamD5CeW2faPaLfDd9XYgJ0sdvBs61hc2wZu/xKwvyuxDW3/edrp8B3nmF04cPuXgQc7EtdVwG3V7QtYLCu8rAuxVdttB56gmjvUhbhYLL/eUN3+5ywm4KnHN2ZsFwBnVbf/M/ChNo7baTG0vcMVDthbgK9WSfQD1WMfYrElDfCTLJ5Rvwd8BzjUodjuBZ4CHqr+3dWRuD4CHKpiemClBNx2bEPbtpL8xzxmN1XH7EvVMbusI3EF8F+BLwOPANd16b1ksb6+r62YxjxmO4AvVO/lQ8DPdSi2a4HHqm1uBc5t89hlpjN8JalEXan5S5JaZPKXpAKZ/CWpQCZ/SSqQyV+SCmTyl6QCmfwlqUAmf0kq0D8CAz9tc2/nejYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# For investigating score diff in relation to acoustic performance\n",
    "\n",
    "import pickle\n",
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "baseline_dir = \"results/save/save-quant-hmm\"\n",
    "model_dir = \"results/save/save-quant-gtweight\"\n",
    "\n",
    "try:\n",
    "    results_file = \"results.p\"\n",
    "    with open(os.path.join(baseline_dir, results_file), \"rb\") as file:\n",
    "        baseline = pickle.load(file)\n",
    "except:\n",
    "    results_file = \"results.pkl\"\n",
    "    with open(os.path.join(baseline_dir, results_file), \"rb\") as file:\n",
    "        baseline = pickle.load(file)\n",
    "\n",
    "try:\n",
    "    results_file = \"results.p\"\n",
    "    with open(os.path.join(model_dir, results_file), \"rb\") as file:\n",
    "        model = pickle.load(file)\n",
    "except:\n",
    "    results_file = \"results.pkl\"\n",
    "    with open(os.path.join(model_dir, results_file), \"rb\") as file:\n",
    "        model = pickle.load(file)\n",
    "    \n",
    "scores = np.zeros((0, 3))\n",
    "pieces = []\n",
    "for piece in baseline:\n",
    "    pieces.append(piece)\n",
    "    scores = np.vstack((scores, [baseline[piece][1][2], model[piece][1][2],\n",
    "                                 model[piece][1][2] - baseline[piece][1][2]]))\n",
    "    \n",
    "plt.scatter(scores[:, 0], scores[:, 2])\n",
    "print(scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x4680 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# For viewing results of final output from evaluate\n",
    "\n",
    "import dataMaps\n",
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import Normalize\n",
    "\n",
    "norm = Normalize(vmin=0, vmax=1)\n",
    "\n",
    "step = \"quant\"\n",
    "folder = \"results/save/save-\" + step + \"-gtweight-0.25\"\n",
    "basename = \"MAPS_MUS-liz_rhap09_ENSTDkAm\"\n",
    "\n",
    "pr = np.load(os.path.join(folder, basename + \"_pr.npy\"))\n",
    "if not folder.endswith(\"hmm\"):\n",
    "    priors = np.load(os.path.join(folder, basename + \"_priors.npy\"))\n",
    "    weights = np.load(os.path.join(folder, basename + \"_weights.npy\"))\n",
    "    combined_priors = np.load(os.path.join(folder, basename + \"_combined_priors.npy\"))\n",
    "\n",
    "data = dataMaps.DataMaps()\n",
    "data.make_from_file(\"data/outputs/test/\" + basename + \".mid\", step, section=[0, 30])\n",
    "\n",
    "acoustic = data.input\n",
    "midi = data.target\n",
    "\n",
    "fig, ax = plt.subplots(5 if folder.endswith(\"hmm\") else 8, 1, figsize=(25,40 if folder.endswith(\"hmm\") else 65))\n",
    "ax[0].imshow(midi, aspect='auto', origin='lower')\n",
    "ax[1].imshow((acoustic>0.5).astype(int), aspect='auto', origin='lower')\n",
    "ax[2].imshow(pr, aspect='auto', origin='lower')\n",
    "ax[3].imshow(pr - (acoustic>0.5).astype(int), aspect='auto', origin='lower')\n",
    "ax[4].imshow(acoustic, aspect='auto', origin='lower')\n",
    "if not folder.endswith(\"hmm\"):\n",
    "    ax[5].imshow(priors, aspect='auto', origin='lower', norm=norm)\n",
    "    ax[6].imshow(combined_priors, aspect='auto', origin='lower', norm=norm)\n",
    "    ax[7].imshow(weights, aspect='auto', origin='lower', norm=norm)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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P1H21z2fAleOPr5Ztt0KD3XNd69z6lD+q98Mf/s8vnn5e4xbkwtfX+3j/3dMFK1efdEKfZsbnXjZdAPTEq6+t1rnn0udXyx49s+47T/s308VYV8+o71Gb6SI69xutAnGnv7e+dnzgmul99Yw31EVJyxN1Solcre9bb//709t68ML6/Xr2j9SpZOKMU6df7/a/rNvQeO9XTpq+D28WCZ/lfViPovHzLrI+179nm523W+77B9MFJc+49OZqna84+ZZq2R/84PTzdj1W96/c10iF8qd1+qF5kiIDAAAAAIC5EsE8S7P8lr2xrTy6jpASVXqI4iyNb1a3onAHS6RP8ZdGlFjuOqpa1i3w0CpKst0iQZbGskRD9YlkiBhl2z/58y+olp3+R3WIz6m/N/0t/iNfWhc9yfX673v47Ok+t153wTjjmjpCpRW11b1+tK4dt7zlOdWyY/5oukjMOVffUa1TugWYIiKPnY7w2X9n3c6mxvHwJXunl73zk8+t1jnxvXX01UNPm3789Nd9qFpnaKGtVsGbboRvMwK3cX1uRtd0j4eh1/VlOQ/M24L3Q+s9XWlE8XUj2pb6etnn3qJlhlHpLStfWhdzXj+2czJdabT9T/5i441v5riaUdTb3As3zjM6bwyFvIYaadvXv+551bJPfdv0MfKsy+tCpeuP1NHkle12PZlhEc3uPUFrnKLv5/iV4+oZo9XzekRD956BM8c+3roW9tHcf41ZR+WJHue6ZT5Gx2qbXxdEMAMAAAAAMFcGmAEAAAAAGGTDFBmZeW5E/HJEnBkR6xFxRSnljZm5JyJ+NSLOi4ibI+I7SimNKj5/ZeEpMhpTNa6+7U+rZf/+s9PTSq/93DnVOo/+w9319h+YTva+ft8D1SoznY41R62pGu+8pS7m9Ldu/OtTjz/2mbOqdc7/xcYUmf31VL+V99dFCnrZ4qTxj/ytF1bLrvmZn62WvevRJ1fLfvbSb596/OhZ9XSfE3+nnqK1ctopU4/33/yZDdu5GU+8rJ79cOyd00Uf/tM7f6Fa5x0P1UWt9uyaft7Ljr+pWue3H3lmteyUzvNeeUJddOKl131rtey2951bLXv6FdOvuXbvfdU6rb6667ynTq/zWD2tav3cukDGys13Tr/eZ+vXG3rcrp5SF3pZa0zF765XGlPCWlOo9n/ldBGNo++ot712Q/0ejnGq1eqpp1TLslGUsTwyPf26PPXMemM31EUZ1j//eLUsO1OKd0Laou71o0pjEDGKKbL0d8Mb66KWL/+q6Wv2J37iS6p1SmNm7XE3T98b5ece6tWGbkGkiFjq42jX2U+Zerz+QH1ufeKFddqCY/58OrVL93wVEZFPq+9b166/sbPS7NLu7Dq3fr3vvuZ91bIfuuZVU48v/KG6gHBrCvrKCdNpM9748d+t1nn5H3xvtexvfPF0+oaXP7kugPOjP/uaatnZ/60uPNW8bnfb2Up/9dhjGz5vltfL1QueXi37vv/xW1OP/9m/+e5qndPeV6fnWb9luuhoN91XRMRKYzp2d8p5q7j4T/zur1fL/v5bX1ste8avTX+2Wrnh1mqdtQfrYluVxnTi+7+rTt/0sz/5M1OPv/NXvq9aZ9/J9XnnWT8wXfBzZXd9z7/e4xiKmOF9Qs+0RS/+s+lzzzOPuata50ev+rvVsuPuqrf/4ld9cOrx151U96WvOLZOIfUnn59OifUTv/F3qnXKat1Pzn/H9LH2E1f+crXOzftOrZb9h4+/tFp2wm+cNPV49y//cbVOH60UD/f9xtOqZU96w/TrPb6nzu+1+30bFwfc1HWwc4zsf3f9mWltvVFg79rpz/t//SUfrNa5/mvrc8On/tn058I9X1oXuX74ffXnqM8/tz6PnvhH0+fbz9e3+PG8l9VFpq/779NFEh/7uvoe5JueXhcHfGj/9OeF559Yf/b+hhMaz1uvj4dnHjV93L7kp364WqeV7u2Uj0+fgx86px6vOeWj9b668W9Pvxe7r6vf0266tIiIL/r/pvvq/ltuq9ZppSpppbGqPq82CpW30jD1ufYO1jhHru45uVrWLejY/FzTSmPVI7XmGD8v9zXLFBn7I+IHSynPjogXRcRrM/M5EXF5RFxTSrkgIq6ZPAYAAAAAYIc44iJ/mXlVRPzs5N/Xl1LuzMyzIuK9pZRnHe65277IX1+db0/u+OGvrFY596q76+etNr4PuKPzrXOjcMj6Q/U3ddW35SNIHN6yetJJ1bKT/sf0t3d3v66OlDjuujurZfvvqJdVZliUcZbbv/edXzT1+L7b64j6VhGtJ9/Y+Uax8fIrn68jJ67/P+rCUBd+/3QkUOvcUR6vIzoH6x6TIzgem998nnhivdqJT5p6vP/2OnpjpRFJu97df8v0Lec8ZxYsccG7lmZBjln2HZpueWtdBO/yL33X1OOfuu4bq3VO+7k6SvHYP71h6vG+L62jCG+8tA5Hec4/m46A2X9X41rfOI6bBe+61/HtVmio4bYf+6qpx8c8UP99x322XvbIGdP3Rmf/5u31OhfWUVQP/Z/TkX5n/FAdjbL2yU/VDW3s911Pm44Ue+JN9dPu+q06muyUj03PNDnu2jqKqnyujujsHh/NYnpPrWehfeL7n1Qt2/OB6WP5tDfV0WvbfrZG4z75qN+rj5lP/tF5U4+f+fpG1HYj2qu7/3r1+W3o8986HWX8mUvqPnfSR+oIwXPe2Ym8u+nmfi84q3uXxvn3Oz5ef+741OfrY+bXfverpx6vH1W3Yf34ej88+43TE4c/8Y/rGW7n/WZ973zsn0+fQ9aedka1zuon6llba43Pk1t+jel73Wus143GX28UiJvnZ4/V53xRtezT/3d9f/i07/zk1OPe94uNc1afWXZ9i+5VWvuqx2e5vue66nPTUfU91vrD9WzXmRlaqHTW2+/ThO7MwpFeO+ZejJWZmkuRv8w8LyKeFxEfiIgzSil3RkRMftZXTAAAAAAAtq3eEcyZ+aSI+IOI+NellLdn5gOllN0H/f/9pZQqiUlmXhYRl0VEHBvHf/nX5DfPpuU7UCuaNzrfvjbz1vT59nWbRT6tHF9H4FZ58RrR3qOIkmVTWt+EdyNGs3F8rN1T5wXrauUVvP1b6wiws/7f6VzvzW/++/SvzUTudqIGulELEeP9RruXkc66GKXWvupYPa1OZtfKEVv2NaJKjp6OIunm4xy1Th9r5ReNlcbMoG4EYt9raOe9OO7361yRJx9TRzeuNZIb3/sPp889915cR689+ab6vbjja6Yjsp/6hg9X61SzKSKG3xN0/uZm/r5GHt4++UQXfQ7r5gaOOETbZ6nPdWDe92tjnFEEy6h1Xjv66MM+joiI9TqCuZql0Di3lkatiD7X6FYNi/WH6ujQZZl9tdKYbVhFuy7x597enMs5EnMeH2pFMHfzMrfOh63Z+fPUmnkajc/2Va7mvv1ri+uL9TXTCObMPCoifj0i3lxKeftk8V2T1Bgx+dmY5xlRSrmilHJxKeXio6Lx5gAAAAAAsJQ2HGDOzIyIX4yI60opP33Qf10dEZdOfr80Iq6affMAAAAAABirDVNkZObXRMQfRsRHIuIL83N+PA7kYX5rRDw1Ij4TEd9eSmnkZ/grsyzyd/O/nC6Mt+/cOiH4iX9eR0yf+YY/2nDbzeJbF9WJ+B9+6vQ0+xPfvrdaZ6bTNwdOU1h91jOrZZ9+9XTK7OP+st7Oaf/5jzduUiMdwdpX1oWUVh+t35/yobrwySK1pjvcdGVdp3Lfo9NTM855Zz3d/Pjf+NNqWbNQU+c1W1PQyvH18RcPdKaCNBLgrz1YT13rTl1vTfUuT9Tbar2vzSnT1cbGOaVjnprFKbrTZvqmIupMFRpFoYN5p8/ps/1GiofVRsGqtQfrQlfsTM1Cio1zXdfqqXXKinaqkBH0zSUx02IzfdJFtNJflenp5X3f5+5UzVaKmGd/sG7TO6+r74Mu/KHpImRrn72/Wqfbzog65df93/Kcap0n31Cn6ciPTRcfbBWWa2qcb1eO7RTD6rutjht+5oXVsr/51XXBwKt+b3q9Z/zwxvej2819310XAH98d32snfv226pl+2+5dXrBdrs3a5wHPvXmL5t6vPZgPa0699fPu+B7PrDhy7XS7nVTVpS1uu9mozh7n/RDvYuedVP2tNI5PdLoq8ucOnEMKYMWrHs/80X/sz7WPvhTX954Yr3oyb82nRKr7K8LG67uqTKexr5nP3Xq8VEfq4tArj9cX4eq7Tfem9VT6vRea/fX1+NuCpjmdaix/W7/rVJmHkI3NUPr+j80xcjai59fLSuNVIZH/8knph7v+4p6nGL1D/6sfoHWfVBH97oeEfGZ779o6vFjz6rPV6e/py6u+PhJ9euddc10coMHLqrvux47pX7ersem38PLf+zN1To/evXfqZad2tkNZbXen6f+4R3Vsk/+o6dUy1Y7t/gnX1cfV1/zw/W14zevmr5un/2+Oh3RTd9W77+n/uZ0n773f6+P7Ufuqa9D3/S8j1bLjlud7nNnH1Pfa35uf72t84/ZOFXoZRe+v1eKjPoK1lFKeX80T1ERETGb0WIAAAAAAJZO7yJ/szDLCOYx2v+ep1bL7nuk/obg2Lfsnnp88u9cX61TGt+uPfbiOiLm8ZOnI012/8UD1Torj9Tb2v/pzjePW/BN9ZPfPx29+0/P+a1qnUve9b3Vsgu//yNTj/OEeh8/+qJnVMuO/6Hbp5/39+pvzfbfWkeCVOad8L5n5AIwfqu7n1wtW2tFSm61sUYrjcEs980yF9gZWISkVwRzax8rxNvW83i84eemo4BPPLue4fGUf14/b/0j9T1pt/hl67PDLKO7Fu3Wf/pV1bKjLp6O+jn7x+u/Ze3jn6yW7TrrzKnHn/yBujjw/hPrba08Pn28X/jvbq7WWX+wLmyUjcJua/d+trPS7M5hd31fva/+3ff9l6nHl//UP6zWOe0//0m1LHfVkVx5VOceeLWOqG8VrqtmlfQobhsR8z1GZ3ntGOk1upp514iI7VPwtmlJzh/LZP2vPW/q8VEfryORW4XQ99/W+Qzd6Ltjndm168wzph63Zg+Nte2MxEjPv4s20yJ/AAAAAADQJYIZttIYIixaGt/UrZ544tTjeee77RUV0dccz3O7zjm7WrZ+3/S340PzVbZ090vEIXKo7Z6eKVEaef9m2a6F6/Ft8uoZp9frdPNjRyPaq69W/x3YV7ttXb+vno0yOMKi0c7sRIWtnHBctU7fSOuZ5thdsNWTO7kGGzkzP/uKugbD7v9WR+N1daM+IyLWP1/nY5un6u+LeobUots0Wj36c35FPZMsP35T/bSeuSF7taGRl3nQtoFR6uZS7l6fD+Whlzx76vEJ7/xQtc5qJ3ozoo5GbWnNplxp1b6Y54ysGd5jLVorb/cY77lbnyla15xluq/r6tbWauVLX2nMNiwPTc8Y6ZM//cDGNr6Ot/r40H3c/FzY4/NCa4ZlN492VVMoYu51ePLLv3jq8conP1M/r5GvuppF1Wh76z1s9dXuZ+aZHv89PpO193vjXnDB934imAEAAAAAmCsDzAAAAAAADLK8KTKWuVAOHM68i4L02HZrWvV6Z6pQWW+0aQz9sM+UutaUnNaUxE6Rqd7FS7aTgcdjNtIDtKZcrj/ySLVsy/U8Plp9IDvTtpZ5WuHcDSwaN2jbs97+dtI63lsFfLpT9vqe7/vcr7WmDLamQHbb0Pc97Wx/dc/uapX1hx6uX++JzjTTZTqG5tm/Zqh1rWildCKc13aIpS723edzR8u8j+OBn4e2u1Z6hTy2kd7r4c71sVGEd+Xo+r5h/YmN0xu200XM8PPWCMeMWn28WdB0jNdC16FD63GsrZ50UrWse6/Z6jerJz2pWrb2YH3fWqXS6Pve9DhHvmf916TIAAAAAABgfhpfnyyH1dNOmXq8dtfdwzfWGbFvfpPWSrbdQ6vITzdqPBvfGLQiy6tImpbG87rFIyIaUYM9v43qftOZrW8rH2sUDOrxbWGrnSud9zkionS2v/7Z++p1WpGF3QTqA78d7ZtMvxWVE512NdvQ+lb4mOn93LcoUzcKrW+RsLX77994pbEaWBBpaaJDFm3gt9Ktb91H+U18yyaOj+rw6/tN/1ZHG25FRMI8tz/vaOjGebpeZYYRuM0X6HHM9Gl74/o8uKBkS59ooVYbepzKh7ZhcGHPzehGtjT+wD7FvXpfq7rHw9BzUZ9tb8JcrwubOa91nrtyXF0ItfXZoHtPn0fX94y9iiTP8py86GJps3y9JSn01oxIbOjTfwffj44hsnCskYxjbVfXnM+/3ejJ1rmo1/W/NAqofX5Yvyzz7s8zvZmYjWYfb401DY2+HviZolfR7qHbas18bun8jd0ijRGHiIzvsW+aYzh9xoN6FmCuZrE2Dr2h1/+5FlSNmOk5UgQzAAAAAACDGGAGAAAAAGCQpU2R0SslRt+pQqWbtmDg1KRG+HyfVAatgPTVC55er/eX99Qr7psO62+93vqjj27YhlYqj9a2utNmZjmNtlXsq08BsNXdT66f93D9vFm1deW4eqrGWmN6RZ9pnyvHH18/rzFFZugxOfhv7lHkbLQpJUY4Da6ZLqU1FapbVHAzx+xWp1zoq8+x1qOYXkTPY3LeU0h77PfWFK3oTqtalnQi0ZgG1zq2e0zFb6aUWmtMQeukZiqNqXK9+073/WqlKPqSC6pl6x+5vvOCjbQqI5iVufrkVjGRzn1Dj3sEZqDH9M3mOax7b9lzqma9TuNc1HNa/8p55049Xr/51nrzs5zW3yONSy+bObd3ntu3n5Tu3zP0XD6wgGVE1Purtf/mud9nOeV9httaPbVOuzerdDm9j/8e9yArJ55Yr/LYYxu3oXlfOYK0GX30LfQ68DzT+qwYnXuxtXsan7MXbYbvTfP83t2nfVOAjTAtTV+P/Y2vmHq88kS9j499z59Xy3K185mscT/aSq/QSqe03qP/tu+TN35a7231edoMP9vPalt904L2Mfhzdc/jf2ZjiGP4ALEJIpgBAAAAABgkW8Xk5uWk3FNemC9Z2OstWuubwtFGecIXNKIGVk96UrWsGxU+2mN7ntEajX216+yz6vU633rvv6WO9hpDBMmus86slq1/brr4wLaLbuxTQKX1tFbx17H2AYYba7RXK9K/U8Q1j23MlNhXR9esdyMqB/59u85/Wr3te+uiu90ooLUHH6431orWmGcxzB4zJyIafXzRMyCa6zSi7Bszq7qzIJoF6fqe15ZlRsxQY+33292SFPCbu25hyF11AfVWpGRVyLtvHx8YxdeafbVy3jlTj9d31wXbywc/Um+rM2Op96ytoUXP+sz82Il9vrFfVhr3EtUYx9H1MTrT4rkzPCd3P+vsv6sRqd6j6K57fna695S3faiUcvFG64lgBgAAAABgkKXNwTxGo/1mS2TGjtUvN2ojp1Qjp2kzJ1fXGKJR5nhst/LBtV5v/82fmVsbZmn/nX856HmtKJbq2BprFNKc89utdPL8rX22juhs6eYfXm/1wT55NGd5/PfM9VpFUTUirQa3a97nlKHRUN3NtPLp76vvCQbnf2vleJ5jTYQ+eRnXbrtzwza1ttWMqFtvXV96RjV39cjl2Yz0O7o+r3X7eDMX4CzvsVrX2R65+JrX7GqlxjHUuifos//Ger871KKj0N2DH9A637bO+V19Zzz02fYY7lW6tYB6RiKvnnHa1OO1e+6tt92oYVFvvD5mV089tVq2dm+9/bUbbtp4+w2D60zMMDdpN1duc8beDHPeD1V9lmucf5v5lpvR69PP7TP7JSJi/fMbv1/7vvHLq2XH3nL/9HY+XX8+6jsDvFsLYG1PPds29n683lZ3JlePaOWIiJVT9kw9Xm/cz/ea8RNR51nve8+4LJ+tiIhD1NjpauWW7773fc9zI72X2HDEKDPflJl3Z+ZHD1q2JzPfnZk3TH6ePN9mAgAAAAAwNn1SZPxSRLy8s+zyiLimlHJBRFwzeQwAAAAAwA7Sq8hfZp4XEb9ZSvmSyePrI+LrSyl3ZuZZEfHeUsqzNtrOdi/yN1SzaEKjyNraBedUy3bdfNfU4/133d14gcb3CNtoisXKCXVBiTyqMd2mM72n9xT0PhadhqTv681o+jcTranDfQqoSFPDDtJriljUU/9aKWhWTz2lfmJnSmc5vp7imQ8+Ui3bf+tt9ba6fbNxvVz/qufW7Xpk+vpRrq2nZXbTnkRElLXpaW+bSWvRnVa68uST6tdrTGtd6Uyr3n/TzYPb0Eef6b29i+51p3svehrhFpzLq/3XmPI+uJDXvO8levSv1v1a1aSh0+m3Qudvbp0H8oR6enR0zofdwsoRw6dj957m331/tuCeuHv96JvarSrI1XpeywjvxVZPqs/l64/V6XmqPj7WFCAjsHLiifWyzjVz/+131E/sc3wsuvhrY9t900zMSjNVXuOa0ydVY6uo5coJx9Xrnbx7ekGrTzz6WP28U6dTXazd3kjv9USr7Runf2um1mgca+sPPdTZduP9ar2vndRd5bH671t5Uj0OsvbA56plM+Mz7dYYwfl93kX+ziil3BkRMfl5+qFWzMzLMnNvZu7dF0t0gwgAAAAAwGENjWB+oJSy+6D/v7+UsmEe5plGMA8sbNT6VinWp78JX+l80xXR/rar+01/rjYin1oFYZbErjPPqJat3f/A1OPV7reJEbH22furZa1vIuf67doctSIL1i58WrUsG1FG5UMfm97Wnrrb9CnW0/0m9JAGRh3tOu+p1bJy9PQ3uflQI0LwL++qlnWtNvrgo19TT4A4/k83Lhyydt8DG64TETP7hm/l2EakZKMw1Fo38mieRckOsf3VkzdOjb/2QGP/dSOYhhbTGYHm7IZGtMFan/7UdybIPIvujVS/YqJLsh9GECGw7Sy6T/QostaKmOpVoLD1vNbx3ufc0DinrDz3i+rtf/xT9ba6m25EATcLVs3RaqfAaUQdddk3Erl7Ttn3tV9WrXP0Bz9ZLasiEp9S38/HBz9aL1uW81NLa2bV8y6cXuWmOjKzef3v85mwT6Rkq2jcKY33onG/W12PZ/je7Dr7KdWysnv6njQfrvtNOaZxn3fjzdPbPr0uitfnnvjAiw48R/Y517VmN3RnDzXuY1uR9+uN/tt9bjba1Leoat2Ieltr901/xlx5UqPQW+v1zq3f+3jgwemntWYB99H4m1eeW3+uWf/I9Z3nzXeGcbOvdvbN6oXPrNbZd0p977xr7yemHj/60i+t1jnud66tlq08ufOZr9HnH/+KC6plt724Pj6e8ebpIpP5WH08rp3SiB4+eno/7LqpHtNZP7eOlXz8lOnPfMd/ou7P5dF6nGf/F51dLdv1wHTkcX62Pv+WxphRdyZLsxhxo1BjdgtY3lePzeTZZ9ZtuHX6WrGZwsbZOIdUT2tEji/8etxjhk+vGXUt2+zzw7wjmO+apMaIyc+BZ2QAAAAAAJbV0AHmqyPi0snvl0bEVbNpDgAAAAAAy2LDFBmZ+SsR8fURcWpE3BURr4uI34iIt0bEUyPiMxHx7aWU+zZ6sW1f5G/RSf5nvf0xak076k77WPA00KYe09QiYvD71U1XUk6u03S0ilp17b+zMV2vz1TeqKeHtKa+tNJ7VEURFlwQ6UAbZlToojXtc3cjTcznpqfdbbcpMjO1E89rjEY1rb81ZbUx3bZKg9NIJdM8N3SnpW/mWO+RcmEU554+0797nge6ac7yKXUqr27as4iIz58/PT3/2D+7pVpn7d57q2Xd695KY5p/72nVPdJtrDSmug5N4VNds4+uX6+ZWqNROKl7XV1/ZOP7jQNPnGN6lDFcOxpTa1c7BZdaaQVGMS14nvuvte3W+alx3lw5vlMA8RHU0swAACAASURBVII6Bd3nz6iLJB77/uumHg8+RoeeR3scCxF1wbGIiHJc5376rsa5qJnuoLP/Gikl8tj6Xn3tjunPAq0Uj91isBER+29tFMEbwzVmoO6xNtPPkwP7VysVX3UO2UwKlR5p8FppR6pjpJEeYO3BB6tlVb/YTGHezrZWGte0pUlNOudxg8Ft2Imfv+yH3vqmyNiwdHMp5dWH+K9tPFIMAAAAAMBGehX5m5VtH8E8bz2SkDftxG9hfBs1ezuweFkvioKxDTSjo1oFLGZZ2HCE55TWfmgtm2uUzNDr11iveyN8n0drrO8hsDhjuK/cZueiPKoujrboGZZsEfcg/c1wxlkvYzjX9dCnYOaBhdv72Jp3kT8AAAAAAHa4DVNkLLVt9u3rTL/RWXTuxkW/F3Pc9kxz/LZyHTfyMtavV+c6nvuxvcx9Z55G+E0rHKlN5Skfem4Y4TmlFbXdyi0/30Zsn/0ZEXIIHonWvVhMz1Tr1qGIiCj76v5b9jXy/G61Vh2DU0+tlpVOLtTe+XR3oiWJAJup1nH05OnaJGsPPlyts9LIRzw47+52j4rcZn9P83zYNw/u2Gy3617LTvgbu/qcyxe9Xxpt6tZ3iGjneu/WGiiNegTZyBvfnZzfKy95xPxrPHSsXvjMugmfvnXq8SxnOw6Nom7N3mi9X606HZW6PECTCGYAAAAAAAYxwAwAAAAAwCDbO0XGgqdSNAsI9JmS02pna0rCUY3Q+M60yNa0hWb4fDV9rkexwM3okSS+d9u72+o5xSmP7rw/ranQPaaUNts0VGO/9GnDTNN0sDl9jr/tPq0LtovtPrW8p9aUxFjpxCQ0rtmxr04nsva8Z0093nXTnfXzWtfV00+pFq1/8qapx9vuutfj+GtO6W+lDDjttKnHpedUzfWHHtp4+zMs5Ll2zz39trVoM/qbW2nPcrWO7+kWXe9OLz5UG5qfDR7f2vPY3O9RW8fRA5/rNKLuE+uPPTbXNszMEl2Huu9178JXY0gxsqz35jNs9+DCxq10Dt3cBhGLT/nV6PfdtFLN88C80yv02X6ffr/odJilblNptHNoSq4+14W5FtU+lO71uDFmtHbdDbN7vR7nw6HX0NZ7M+8UaiKYAQAAAAAYZHtHMC9Y728DBn6L1SciofWtUi8j+OZ4cHRDz7a3ksvP8/UG6xERu+2itrabbqGmxjfAsG2MIRJpnnZgEa2ZFib54z+fetx7z9372Zm1Ya5mWXRn6LbmHRm83QpP9jGjv7kdPTRs082Xm9W97QyN4h51iY69PGa64FLf6PWVE0+cerz+SGN2wyyjShvm/dmN+Wq9f73e07HeAzWOqypiedFRwC1jKGLYJwq9z+yDQ603VLddYzjW5t2GbXY+FMEMAAAAAMAgIphnaQdGOTEHI/gWqxsVERFRPj8dJVP2N0JwRtD21ZNOqpatdXNKDs0f2Y1Mjmj38WWOWO6RG72llZ+q2nQzV+T4oq+aOfBbOeLnnMNqaYyg38/VTryOzzsqd6gxHmuzbNM880COcd+xdRYdQTeGiL2Rqu6Dep4zm/nSt1rf8/2i6yS18oJ371t34LV+dfeT64WdiPqIiLV7pmcU5Ur9PveKfG4dH63PVmPI57xoiz5HjnXW+w7sh9uNCGYAAAAAAAYxwAwAAAAAwCBSZMySkH62iVFOu+tp7cEHZ7ex7jSgZU590desim+2Nt2jUOkotIqsOr+zk4w17QP92e8czqKPD8djf8u8r0ba9rLmHq5l7YHPDXpeK4NFvyc2jo95f7YaY7qoMbQB5kQEMwAAAAAAgxhgBgAAAABgkE0NMGfmyzPz+sy8MTMvn1WjAAAAAAAYv8EDzJm5GhE/FxGviIjnRMSrM/M5s2oYAAAAAADjtpkI5hdExI2llJtKKU9ExFsi4pLZNAsAAAAAgLHbzADz2RFx60GPb5ssm5KZl2Xm3szcuy8e38TLAQAAAAAwJrs28dxsLCvVglKuiIgrIiIy8573lLfdEhGnRsS9m3htYDH0VVgO+iosB30VloO+ul1UIxRsI4fvp957mJWn9VlpMwPMt0XEuQc9Pici7jjcE0opp0VEZObeUsrFm3htYAH0VVgO+iosB30VloO+CuOnn8K4bCZFxgcj4oLMPD8zj46IV0XE1bNpFgAAAAAAYzc4grmUsj8zvyci3hURqxHxplLKx2bWMgAAAAAARm0zKTKilPLbEfHbA556xWZeF1gYfRWWg74Ky0FfheWgr8L46acwIlmKzOcAAAAAABy5zeRgBgAAAABgBzPADAAAAADAIAsfYM7Ml2fm9Zl5Y2ZevujXBw4tM2/OzI9k5rWZuXeybE9mvjszb5j8PHmr2wk7TWa+KTPvzsyPHrSs2TfzgJ+ZXGf/IjOfv3Uth53jEP30JzPz9sl19drM/OaD/u/HJv30+sx82da0GnaezDw3M38/M6/LzI9l5vdPlruuwogcpq+6tsIILXSAOTNXI+LnIuIVEfGciHh1Zj5nkW0ANvTiUspFpZSLJ48vj4hrSikXRMQ1k8fAYv1SRLy8s+xQffMVEXHB5N9lEfHzC2oj7HS/FHU/jYh4w+S6etGkQHZM7n9fFRFfPHnOf5rcJwPztz8ifrCU8uyIeFFEvHbSJ11XYVwO1VcjXFthdBYdwfyCiLixlHJTKeWJiHhLRFyy4DYAR+aSiLhy8vuVEfHKLWwL7EillPdFxH2dxYfqm5dExC+XA/4kInZn5lmLaSnsXIfop4dySUS8pZTyeCnl0xFxYxy4TwbmrJRyZynlw5PfH4qI6yLi7HBdhVE5TF89FNdW2EKLHmA+OyJuPejxbXH4EwSwWCUifjczP5SZl02WnVFKuTPiwEU+Ik7fstYBBztU33SthXH5nsm0+jcdlGZKP4URyMzzIuJ5EfGBcF2F0er01QjXVhidRQ8wZ2NZWXAbgEP76lLK8+PAVMDXZubXbnWDgCPmWgvj8fMR8YyIuCgi7oyIn5os109hi2XmkyLi1yPiB0opDx5u1cYy/RUWpNFXXVthhBY9wHxbRJx70ONzIuKOBbcBOIRSyh2Tn3dHxDviwJSiu74wDXDy8+6tayFwkEP1TddaGIlSyl2llLVSynpE/Jf4q6m6+ilsocw8Kg4MWL25lPL2yWLXVRiZVl91bYVxWvQA8wcj4oLMPD8zj44DCdivXnAbgIbMPCEzT/zC7xHxTRHx0TjQRy+drHZpRFy1NS0EOg7VN6+OiL83qXr/ooj43Bem/AKL1cnT+jfjwHU14kA/fVVmHpOZ58eB4mF/uuj2wU6UmRkRvxgR15VSfvqg/3JdhRE5VF91bYVx2rXIFyul7M/M74mId0XEakS8qZTysUW2ATikMyLiHQeu47ErIv57KeV3MvODEfHWzHxNRHwmIr59C9sIO1Jm/kpEfH1EnJqZt0XE6yLi9dHum78dEd8cBwqbPBoR/2DhDYYd6BD99Osz86I4MEX35oj4RxERpZSPZeZbI+LjEbE/Il5bSlnbinbDDvTVEfFdEfGRzLx2suzHw3UVxuZQffXVrq0wPlmKlDQAAAAAABy5RafIAAAAAABgmzDADAAAAADAIAaYAQAAAAAYxAAzAAAAAACDGGAGAAAAAGAQA8wAAAAAAAxigBkAAAAAgEEMMAMAAAAAMIgBZgAAAAAABjHADAAAAADAIAaYAQAAAAAYxAAzAAAAAACDGGAGAAAAAGAQA8wAAAAAAAxigBkAAAAAgEEMMAMAAAAAMIgBZgAAAAAABjHADAAAAADAIAaYAQAAAAAYxAAzAAAAAACDGGAGAAAAAGAQA8wAAAAAAAxigBkAAAAAgEEMMAMAAAAAMIgBZgAAAAAABtm1yBc7Oo8px8YJi3xJAAAAAACO0ENx/72llNM2Wm+hA8zHxgnxwnzJIl8SAAAAAIAj9J7ytlv6rCdFBgAAAAAAgxhgBgAAAABgEAPMAAAAAAAMYoAZAAAAAIBBDDADAAAAADCIAWYAAAAAAAYxwAwAAAAAwCAGmAEAAAAAGMQAMwAAAAAAgxhgBgAAAABgEAPMAAAAAAAMYoAZAAAAAIBBDDADAAAAADBIrwHmzPy/MvNjmfnRzPyVzDw2M8/PzA9k5g2Z+auZefS8GwsAAAAAwHhsOMCcmWdHxPdFxMWllC+JiNWIeFVE/NuIeEMp5YKIuD8iXjPPhgIAAAAAMC59U2TsiojjMnNXRBwfEXdGxDdExNsm/39lRLxy9s0DAAAAAGCsNhxgLqXcHhH/ISI+EwcGlj8XER+KiAdKKfsnq90WEWe3np+Zl2Xm3szcuy8en02rAQAAAADYcn1SZJwcEZdExPkR8ZSIOCEiXtFYtbSeX0q5opRycSnl4qPimM20FQAAAACAEemTIuMbI+LTpZR7Sin7IuLtEfFVEbF7kjIjIuKciLhjTm0EAAAAAGCE+gwwfyYiXpSZx2dmRsRLIuLjEfH7EfFtk3UujYir5tNEAAAAAADGqE8O5g/EgWJ+H46Ij0yec0VE/GhE/JPMvDEiTomIX5xjOwEAAAAAGJldG68SUUp5XUS8rrP4poh4wcxbBAAAAADAUuiTIgMAAAAAACoGmAEAAAAAGMQAMwAAAAAAgxhgBgAAAABgEAPMAAAAAAAMYoAZAAAAAIBBDDADAAAAADCIAWYAAAAAAAYxwAwAAAAAwCAGmAEAAAAAGMQAMwAAAAAAgxhgBgAAAABgEAPMAAAAAAAMYoAZAAAAAIBBDDADAAAAADDIhgPMmfmszLz2oH8PZuYPZOaezHx3Zt4w+XnyIhoMAAAAAMA4bDjAXEq5vpRyUSnlooj48oh4NCLeERGXR8Q1pZQLIuKayWMAAAAAAHaII02R8ZKI+FQp5ZaIuCQirpwsvzIiXjnLhgEAAAAAMG5HOsD8qoj4lcnvZ5RS7oyImPw8vfWEzLwsM/dm5t598fjwlgIAAAAAMCq9B5gz8+iI+BsR8WtH8gKllCtKKReXUi4+Ko450vYBAAAAADBSRxLB/IqI+HAp5a7J47sy86yIiMnPu2fdOAAAAAAAxutIBphfHX+VHiMi4uqIuHTy+6URcdWsGgUAAAAAwPj1GmDOzOMj4qUR8faDFr8+Il6amTdM/u/1s28eAAAAAABjtavPSqWURyPilM6yz0bES+bRKAAAAAAAxu9IUmQAAAAAAMD/YoAZAAAAAIBBDDADAAAAADCIAWYAAAAAAAYxwAwAAAAAwCAGmAEAAAAAGMQAMwAAAAAAgxhgBgAAAABgEAPMAAAAAAAMYoAZAAAAAIBBDDADAAAAADCIAWYAAAAAAAYxwAwAAAAAwCAGmAEAAAAAGMQAMwAAAAAAg/QaYM7M3Zn5tsz8RGZel5lfmZl7MvPdmXnD5OfJ824sAAAAAADj0TeC+Y0R8TullAsj4ssi4rqIuDwirimlXBAR10weAwAAAACwQ2w4wJyZJ0XE10bEL0ZElFKeKKU8EBGXRMSVk9WujIhXzquRAAAAAACMT58I5qdHxD0R8V8z888y8xcy84SIOKOUcmdExOTn6a0nZ+Zlmbk3M/fui8dn1nAAAAAAALZWnwHmXRHx/Ij4+VLK8yLikTiCdBillCtKKReXUi4+Ko4Z2EwAAAAAAMamzwDzbRFxWynlA5PHb4sDA853ZeZZERGTn3fPp4kAAAAAAIzRro1WKKX8ZWbempnPKqVcHxEviYiPT/5dGhGvn/y8aq4tBQAA2Obedce1vdZ72VMumnNLllNr/9lXy6/7vnpPAcZlwwHmie+NiDdn5tERcVNE/IM4EP381sx8TUR8JiK+fT5NBAAAAABgjHoNMJdSro2Iixv/9ZLZNgcAAAAAgGWRpZSFvdhJuae8MI1JAwAAAACM2XvK2z5USmkFHU/pU+QPAAAAAAAqBpgBAAAAABjEADMAAAAAAIP0KvIHACynd91xbbXsZU+5aAtaAgAAwHYkghkAAAAAgEEMMAMAAAAAMIgUGbDDjWH6/BjaANvVTuxLzikcKccMwLh1z9PO0QDjIoIZAAAAAIBBspSysBc7KfeUF+ZLFvZ6AAAAwGyJKAbYGd5T3vahUsrFG60nghkAAAAAgEEMMAMAAAAAMIgifwAAodAbh+f4AGZtmdNMLFNbAZg/EcwAAAAAAAyiyB8AAAAAAFP6FvnrlSIjM2+OiIciYi0i9pdSLs7MPRHxqxFxXkTcHBHfUUq5f2iDAQAAAABYLkeSg/nFpZR7D3p8eURcU0p5fWZePnn8ozNtHQDAyCxzzkwAAJiXMd4nq6OxGJvJwXxJRFw5+f3KiHjl5psDAAAAAMCy6DvAXCLidzPzQ5l52WTZGaWUOyMiJj9Pbz0xMy/LzL2ZuXdfPL75FgMAAAAAMAq9ivxl5lNKKXdk5ukR8e6I+N6IuLqUsvugde4vpZx8uO0o8jcerSkCfZhGAAAAW8+UX4Cdwfl+expjOpGWvkX+ekUwl1LumPy8OyLeEREviIi7MvOsiIjJz7uHNxcAAAAAgGWzYQRzZp4QESullIcmv787Iv5FRLwkIj57UJG/PaWUHznctkQwAwAAAACMX98I5l09tnVGRLwjM7+w/n8vpfxOZn4wIt6ama+JiM9ExLdvpsEAAAAAACyXDQeYSyk3RcSXNZZ/Ng5EMQMAAAAAsAP1ysEMAAAAAABdBpgBAAAAABikTw5mAIAd6V13XLvhOi97ykULaAkAAMA4iWAGAAAAAGAQEcwAPbUiGRcdudgnmrKvPm0fw988S0P3X9+/ubv9Zd5XHOA9BAAAODwRzAAAAAAADGKAGQAAAACAQbKUsrAXOyn3lBfmSxb2egBbYWiahGVOrzCrv7nvc5c5dccyt33RFNgDAOatbwo19xzATvSe8rYPlVIu3mg9EcwAAAAAAAwighlYWrOMfm0RpcB21SfiXKQ1AADAziaCGQAAAACAuRLBDDtI38jdlnlGLsqzCsyS6GuOlGMGYNyWuVYJbNYy36eYPbz8RDADAAAAADBXBpgBAAAAABikd4qMzFyNiL0RcXsp5Vsy8/yIeEtE7ImID0fEd5VSnjjcNqTIOMD0nv6WeSoIQN9z2FZfFzYzdW0zqXeGbNs1YGtIZcROMs9CqNv9vLbd/z7+ytB7l62+5wHgyMwjRcb3R8R1Bz3+txHxhlLKBRFxf0S85siaCAAAAADAMusVwZyZ50TElRHxryPin0TEt0bEPRFxZillf2Z+ZUT8ZCnlZYfbjghmWF6iFNrmGamjIMKREWHJZi1z5J3zxfwt8/EBjNPQaPlFc66D7WOZ72d83tsas45g/o8R8SMRsT55fEpEPFBK2T95fFtEnN16YmZelpl7M3Pvvni858sBAAAAADB2Gw4wZ+a3RMTdpZQPHby4sWozFLqUckUp5eJSysVHxTEDmwkAAAAAwNhsmCIjM/+fiPiuiNgfEcdGxEkR8Y6IeFlIkQEz12fKyrynyu3EaSWm2/Q39Piz/2B85j1Ncui51bUQAAC23sxSZJRSfqyUck4p5byIeFVE/F4p5e9GxO9HxLdNVrs0Iq7aRHsBAAAAAFgyvYr8/a+VM78+In6olPItmfn0iHhLROyJiD+LiO8spRw2yfJYI5hnFQEztCjDMkXIzDJaaFaRSGPdf9vt7wEWZ6xRpRwwhoJLXd6vcdPnZmvoObLv87bT+zWG89Uy76tZHlcsv1nOyhnyvKEzftiexnqtGmO7FMPenL4RzLuOZKOllPdGxHsnv98UES8Y0jgAAAAAAJbfEUUwb9aiI5iX+du8eX/DMsZvlYaad6TwdtpXY7ATI7sdo0dmJx4jiCyAsdrqmX59tzUG84xS7Pt6Y903XSKr+YKtuE/23jMPszzWhl4XZsV9+QFjHZdb9HltZjmYAQAAAACgxQAzAAAAAACDbOsUGcAwyzyVbLuli5inRU9NHutxtdVT0GC7cP7dnHkWUu77et4f2Fpj7ZfO7wA7lxQZAAAAAADMlQhm2MZEZsJsjLXQxTyj0Ldb8S12LpF3ABypZb52jDUSHnaK7dYHRTADAAAAADBXIpgBgJnZbrm9xxqBsMyRVcD4mPUGALSIYAYAAAAAYK4MMAMAAAAAMMiOS5Ex1qmuY2Rf9bcT99V2mwa/LIbu95bW/ttO0+7tKxhmnsf2WAtmsjnzvEb33bZz8gFjTHUx1nu4Me6reVv03zyGc8OijbVdXUPbOdbUZPN83mbuXXbieYbtR4oMAAAAAADmasdFMMMyEpWz/Wy391REe3/zjpTYTmbZT0TlLr95RgEt+pw81nPYWNs1RvYVh+P4WC7eL4BDE8EMAAAAAMBcGWAGAAAAAGCQDVNkZOaxEfG+iDgmInZFxNtKKa/LzPMj4i0RsSciPhwR31VKeeJw25IiAxgD0+DYScZaxIX5p9bYbql4AOBwpKwCmL1Zpsh4PCK+oZTyZRFxUUS8PDNfFBH/NiLeUEq5ICLuj4jXbKbBAAAAAAAslyMq8peZx0fE+yPiH0fEb0XEmaWU/Zn5lRHxk6WUlx3u+bOMYJ5nQant9s2nfdXfvAuVbXU02XZ7vwBaRF9zOLM8Prb7fcMs6Zf9uV87Mtupn3Bo8yz0uiy24tyw6AK7Y3hft7qocOs1++6roefDofczszT0b+6a5b7igNWzbpxdkb/MXM3MayPi7oh4d0R8KiIeKKXsn6xyW0ScfYjnXpaZezNz7754vF/rAQAAAAAYvSONYN4dEe+IiH8eEf+1lPLMyfJzI+K3SynPPdzzt3sO5ll+AzLLb6PGalb7ayfsK2A5jTUyo2ve1y+2n2U5tncq90H9menXn+OKg80qUtIxsxj2OzDULHMw/y+llAci4r0R8aKI2J2Zuyb/dU5E3HGkjQQAAAAAYHltOMCcmadNIpcjM4+LiG+MiOsi4vcj4tsmq10aEVfNq5EAAAAAAIzPhikyMvNLI+LKiFiNAwPSby2l/IvMfHpEvCUi9kTEn0XEd5ZSDptkebunyICdbidOmZ7n37wT9+dmmLrLZi1zn1vmti8L+xiYtT5pC2ZZtMs5CxjruWGe50M2p2+KjF0brVBK+YuIeF5j+U0R8YJhzQMAAAAAYNkdUZG/zRLBDLOx3YrGjMFYv8kdI/sKto959+dZRaMc6rkAAMD8zKXIHwAAAAAAfIEBZgAAAAAABpEiI/pPzdzIPKeUznr7AOxcCmRszqLvG9wTLL8+qULob9F9Qh/kcBwfO1ff937oNcC1g8NZlnPPGFKhDe2rLWPcx/MmRQYAAAAAAHO1rSOYl+Ubnb5m+fds929m5vneb7fjivmbVbRjxM6IeBi6v5bpb6Tm3Ao7j36/OfYfACyvZfnMLoIZAAAAAIC52tYRzAAR2z9ifyiRwgcsyzfHMHaiKbeG/Q7Mm3tpgJ1LBDMAAAAAAHNlgBkAAAAAgEGkyACAGRmabmNWzxuq9Xp9t21KLGPXp39JMwHAwVwX+lv0vvLeMHbb7XOUFBkAAAAAAMyVCGYAYGa2W1TJWP8eBZcAYBgFngH6E8EMAAAAAMBcGWAGAAAAAGCQDVNkZOa5EfHLEXFmRKxHxBWllDdm5p6I+NWIOC8ibo6I7yil3H+4bY0hRcbQgkg7cdqMfdXfdkvi3sesiovN2nbaxwBbQfoNjtQ8j5lZ3m/shON2jFP/lyXV0E4oADrLvjrPQsPzfn0F6IZ/fh369/V93jy3P4bPr/M+FsZ4DWD5zTJFxv6I+MFSyrMj4kUR8drMfE5EXB4R15RSLoiIayaPAQAAAADYIY64yF9mXhURPzv59/WllDsz86yIeG8p5VmHe+4YIphZfjvxW7lFR5MtyzfvAH0telaO8+jym+f9xliPj7G2a4zsq/lb5n08y9mNQyMzl2VfcYD3EBiruRT5y8zzIuJ5EfGBiDijlHJnRMTk5+mHeM5lmbk3M/fui8eP5OUAAAAAABix3hHMmfmkiPiDiPjXpZS3Z+YDpZTdB/3//aWUkw+3DRHMAAAHjDV/JAAAQMSMI5gz86iI+PWIeHMp5e2TxXdNUmPE5OfdQxsLAAAAAMDy2XCAOTMzIn4xIq4rpfz0Qf91dURcOvn90oi4avbNAwAAAABgrDZMkZGZXxMRfxgRH4mI9cniH48DeZjfGhFPjYjPRMS3l1LuO9y25pkiQ1J8ZmHRxfQAgOU1y0Je2519xbwsuogrbBVjHizKGI61MbShZWi7hhZsHYPVs27slSJj10YrlFLeHxF5iP+WUBkAAAAAYIfqXeRvFrZ7kT+RGUdm0dEG3dfzPgAA25EZWZszz3vGsUZkDeX+GgC2t5kW+QMAAAAAgC4RzAAAAAAATBHBDAAAAADAXBlgBgAAAABgEAPMAAAAAAAMYoAZAAAAAIBBDDADAAAAADCIAWYAAAAAAAYxwAwAAAAAwCAGmAEAAAAAGMQAMwAAAAAAgxhgBgAAAABgEAPMAAAAAAAMYoAZAAAAAIBBNhxgzsw3ZebdmfnRg5btycx3Z+YNk58nz7eZAAAAAACMTZ8I5l+KiJd3ll0eEdeUUi6IiGsmjwEAAAAA2EE2HGAupbwvIu7rLL4kIq6c/H5lRLxyxu0CAAAAAGDkhuZgPqOUcmdExOTn6YdaMTMvy8y9mbl3Xzw+8OUAAAAAABibuRf5K6VcUUq5uJRy8VFxzLxfDgAAAACABRk6wHxXZp4VETH5effsmgQAAAAAwDIYOsB8dURcOvn90oi4ajbNAQAAAABgWWw4wJyZvxIRfxwRz8rM2zLzNRHx+oh4aWbeEBEvnTwGAAAAAGAH2bXRCqWUVx/iv14y47YAAAAAALBE5l7kDwAAAACA7ckAMwAAAAAAgxhgBgAAAABgEAPMAAAAAAAMYoAZAAAAAIBBDDADAAAAADCIAWYAAAAAAAYxwAwAAAAAwCAGmAEAAAAAGMQAMwAAAAAAgxhgBgAAAABgEAPMAAAAAAAMYoAZAAAAAIBBzB6NBgAAIABJREFUDDADAAAAADCIAWYAAAAAAAbZ1ABzZr48M6/PzBsz8/JZNQoAAAAAgPEbPMCcmasR8XMR8YqIeE5EvDoznzOrhgEAAAAAMG6biWB+QUTcWEq5qZTyRES8JSIumU2zAAAAAAAYu80MMJ8dEbce9Pi2ybIpmXlZZu7NzL374vFNvBwAAAAAAGOyaxPPzcayUi0o5YqIuCIiIjPveU952y0RcWpE3LuJ1wYWQ1+F5aCvwnLQV2E56KswfvopLMbT+qy0mQHm2yLi3IMenxMRdxzuCaWU0yIiMnNvKeXiTbw2sAD6KiwHfRWWg74Ky0FfhfHTT2FcNpMi44MRcUFmnp+ZR0fEqyLi6tk0CwAAAACAsRscwVxK2Z+Z3xMR74qI1Yh4UynlYzNrGQAAAAAAo7aZFBlRSvntiPjtAU+9YjOvCyyMvgrLQV+F5aCvwnLQV2H89FMYkSylqssHAAAAAAAb2kwOZgAAAAAAdjADzAAAAAAADLLwAebMfHlmXp+ZN2bm5Yt+feDQMvPmzPxIZl6bmXsny/Zk5rsz84bJz5O3up2w02TmmzLz7sz86EHLmn0zD/iZyXX2LzLz+VvXctg5DtFPfzIzb59cV6/NzG8+6P9+bNJPr8/Ml21Nq2HnycxzM/P3M/O6zPxYZn7/ZLnrKozIYfqqayuM0EIHmDNzNSJ+LiJeERHPiYhXZ+ZzFtkGYEMvLqVcVEq5ePL48oi4ppRyQURcM3kMLNYvRcTLO8sO1TdfEREXTP5dFhE/v6A2wk73S1H304iIN0yuqxdNCmTH5P73VRHxxZPn/KfJfTIwf/sj4gdLKc+OiBdFxGsnfdJ1FcblUH01wrUVRmfREcwviIgbSyk3lVKeiIi3RMQlC24DcGQuiYgrJ79fGRGv3MK2wI5USnlfRNzXWXyovnlJRPxyOeBPImJ3Zp61mJbCznWIfnool0TEW0opj5dSPh0RN8aB+2Rgzkopd5ZSPjz5/aGIuC4izg7XVRiVw/TVQ3FthS206AHmsyPi1oMe3xaHP0EAi1Ui4ncz80OZedlk2RmllDsjDlzkI+L0LWsdcLBD9U3XWhiX75lMq3/TQWmm9FMYgcw8LyKeFxEfCNdVGK1OX41wbYXRWfQAczaWlQW3ATi0ry6lPD8OTAV8bWZ+7VY3CDhirrUwHj8fEc+IiIsi4s6I+KnJcv0UtlhmPikifj0ifqCU8uDhVm0s019hQRp91bUVRmjRA8y3RcS5Bz0+JyLuWHAbgEMopdwx+Xl3RLwjDkwpuusL0wAnP+/euhYCBzlU33SthZEopdxVSlkrpaxHxH+Jv5qqq5/CFsrMo+LAgNWbSylvnyx2XYWRafVV11YYp0UPMH8wIi7IzPMz8+g4kID96gW3AWjIzBMy88Qv/B4R3xQRH40DffTSyWqXRsRVW9NCoONQffPqiPh7k6r3L4qIz31hyi+wWJ08rX8zDlxXIw7001dl5jGZeX4cKB72p4tuH+xEmZkR8YsRcV0p/z979x9r21neB/779B5sgl1kX4Id/2JwgkVD02KSI+KUUeTgEH4MjV0JEtCUuULW3KZD2hiMGjeVxplqojGaTmiqpqA7geRGItiOY8tWh4GQO9A0UnG5BidgHGTjGOPYtUliJxgkwOaZP852cn197j37rLP3Pmuf/flIV3uvtdfa6zlrr3evdZ/9rPftXz7mJedVGJETtVXnVhintUVurLufrKqfTfKxJPuSfLC771pkDMAJnZ3klo3zeNaS/FZ3f7SqPp3kxqq6MskDSd68izHCSqqqDye5NMl3V9WDSa5Ncl02b5sfSfKGbAxs8o0kb194wLCCTtBOL62qi7Nxi+79Sf5JknT3XVV1Y5IvJHkyyTu6+6ndiBtW0KuSvC3J56rqzsm8X4jzKozNidrqW51bYXyqW5c0AAAAAABs36K7yAAAAAAAYI+QYAYAAAAAYBAJZgAAAAAABpFgBgAAAABgEAlmAAAAAAAGkWAGAAAAAGAQCWYAAAAAAAaRYAYAAAAAYBAJZgAAAAAABpFgBgAAAABgEAlmAAAAAAAGkWAGAAAAAGAQCWYAAAAAAAaRYAYAAAAAYBAJZgAAAAAABpFgBgAAAABgEAlmAAAAAAAGkWAGAAAAAGAQCWYAAAAAAAaRYAYAAAAAYBAJZgAAAAAABpFgBgAAAABgEAlmAAAAAAAGkWAGAAAAAGAQCWYAAAAAAAZZW+TG9p1+Wq/t37/ITQIAAAAAsE3f+sqDf9bdL9xquYUmmNf278+5V1+1yE0CAAAAALBN91/17i9Ps5wuMgAAAAAAGESCGQAAAACAQSSYAQAAAAAYRIIZAAAAAIBBJJgBAAAAABhEghkAAAAAgEEkmAEAAAAAGESCGQAAAACAQSSYAQAAAAAYRIIZAAAAAIBBJJgBAAAAABhEghkAAAAAgEEkmAEAAAAAGGSqBHNVvbOq7qqqz1fVh6vquVV1YVXdXlX3VNUNVXXKvIMFAAAAAGA8tkwwV9V5Sf55kvXu/oEk+5K8Jcl7kry3uy9K8liSK+cZKAAAAAAA4zJtFxlrSb6rqtaSPC/Jw0leneSmyeuHk1wx+/AAAAAAABirLRPM3f2nSf5NkgeykVj+yyR3JHm8u5+cLPZgkvM2W7+qDlbV0ao6+tQTX59N1AAAAAAA7Lppusg4M8nlSS5Mcm6S05K8fpNFe7P1u/tQd6939/q+00/bSawAAAAAAIzINF1k/HiSP+nur3b3t5PcnOQfJDlj0mVGkpyf5KE5xQgAAAAAwAhNk2B+IMklVfW8qqoklyX5QpJPJHnTZJkDSW6dT4gAAAAAAIzRNH0w356Nwfw+k+Rzk3UOJfn5JO+qqnuTvCDJB+YYJwAAAAAAI7O29SJJd1+b5NrjZt+X5JUzjwgAAAAAgKUwTRcZAAAAAADwLBLMAAAAAAAMIsEMAAAAAMAgEswAAAAAAAwiwQwAAAAAwCASzAAAAAAADCLBDAAAAADAIBLMAAAAAAAMIsEMAAAAAMAgEswAAAAAAAwiwQwAAAAAwCASzAAAAAAADCLBDAAAAADAIBLMAAAAAAAMsmWCuapeWlV3HvPvr6rqqqraX1Ufr6p7Jo9nLiJgAAAAAADGYcsEc3d/sbsv7u6Lk/xQkm8kuSXJNUmOdPdFSY5MpgEAAAAAWBHb7SLjsiRf6u4vJ7k8yeHJ/MNJrphlYAAAAAAAjNt2E8xvSfLhyfOzu/vhJJk8nrXZClV1sKqOVtXRp574+vBIAQAAAAAYlakTzFV1SpKfTPLb29lAdx/q7vXuXt93+mnbjQ8AAAAAgJHaTgXz65N8prsfmUw/UlXnJMnk8dFZBwcAAAAAwHhtJ8H81vxN9xhJcluSA5PnB5LcOqugAAAAAAAYv6kSzFX1vCSvSXLzMbOvS/Kaqrpn8tp1sw8PAAAAAICxWptmoe7+RpIXHDfvz5NcNo+gAAAAAAAYv+10kQEAAAAAAH9NghkAAAAAgEEkmAEAAAAAGESCGQAAAACAQSSYAQAAAAAYRIIZAAAAAIBBJJgBAAAAABhEghkAAAAAgEEkmAEAAAAAGESCGQAAAACAQSSYAQAAAAAYRIIZAAAAAIBBJJgBAAAAABhEghkAAAAAgEEkmAEAAAAAGGSqBHNVnVFVN1XVH1fV3VX1I1W1v6o+XlX3TB7PnHewAAAAAACMx7QVzL+S5KPd/XeSvDzJ3UmuSXKkuy9KcmQyDQAAAADAitgywVxVz0/yo0k+kCTd/a3ufjzJ5UkOTxY7nOSKeQUJAAAAAMD4TFPB/L1Jvprk16vqs1X1a1V1WpKzu/vhJJk8nrXZylV1sKqOVtXRp574+swCBwAAAABgd02TYF5L8oNJ3tfdr0jy9WyjO4zuPtTd6929vu/00waGCQAAAADA2EyTYH4wyYPdfftk+qZsJJwfqapzkmTy+Oh8QgQAAAAAYIzWtlqgu/9bVX2lql7a3V9MclmSL0z+HUhy3eTx1rlGCgAAsMe95J2fmmq5e997yZwjWU6b7T/7avkd/7n6TAHGZcsE88Q/S/KhqjolyX1J3p6N6ucbq+rKJA8kefN8QgQAAAAAYIymSjB3951J1jd56bLZhgMAAAAAwLKYtoIZAACAOXPr/87Yf3uTzxVg3KYZ5A8AAAAAAJ5FghkAAAAAgEEkmAEAAAAAGEQfzACwh73knZ961jz9GAIAADArKpgBAAAAABhEghkAAAAAgEF0kQErbgy3z48hBtirVrEt+U5huxwzAAAwnApmAAAAAAAGqe5e2MZOfdEFfe7VVy1sewAAAAAAbN/9V737ju5e32o5FcwAAAAAAAwiwQwAAAAAwCAG+QMAiIHeODnHBzBrx3+v+E4BYFmpYAYAAAAAYBAVzAAAUTnGyTk+gFnzvQLAXjFVgrmq7k/ytSRPJXmyu9eran+SG5K8OMn9SX6qux+bT5gAAAAAAIzNdrrI+LHuvri71yfT1yQ50t0XJTkymQYAAAAAYEXspA/my5Mcnjw/nOSKnYcDAAAAAMCymDbB3El+t6ruqKqDk3lnd/fDSTJ5PGuzFavqYFUdraqjTz3x9Z1HDAAAAADAKEw7yN+ruvuhqjorycer6o+n3UB3H0pyKElOfdEFPSBG5uAl7/zUM6YNMAEAAAAwLsfnbxI5nL1gr+Xlpqpg7u6HJo+PJrklySuTPFJV5yTJ5PHReQUJAAAAAMD4bFnBXFWnJflb3f21yfOfSPKvk9yW5ECS6yaPt84zUGZr2X8ZAQAAANjr5G/2pr32uU7TRcbZSW6pqqeX/63u/mhVfTrJjVV1ZZIHkrx5fmECAAAAADA2WyaYu/u+JC/fZP6fJ7lsHkEBAAAAADB+U/XBDAAAAAAAx5NgBgAAAABgEAlmAAAAAAAGkWAGAAAAAGAQCWYAAAAAAAaRYAYAAAAAYBAJZgAAAAAABlnb7QAAWH4veeennjF973sv2aVIxu/4fZXYXyey2b46nn0HAMya6zWA7VHBDAAAAADAINXdC9vYqS+6oM+9+qqFbQ8AeLZpKs5V7gAAAKy2+6969x3dvb7VciqYAQAAAAAYRB/MALBipqlEVq3MKlGxDwAwe9OMqZK47toLVDADAAAAADCIBDMAAAAAAIPoImMXTDO4Ehvcsgqsgt0+L7h1ja3s9jE6b3vt72FnDIQ6nP2yOoaeF/b6+QR4Jm18dUxdwVxV+6rqs1X1HyfTF1bV7VV1T1XdUFWnzC9MAAAAAADGprp7ugWr3pVkPcnzu/uNVXVjkpu7+/qqen+SP+zu953sPU590QV97tVX7ThoYPFmVW3wpZ9+/7Pmfd8NPzPovcZApQ7sHdozAAB7metdtuv+q959R3evb7XcVBXMVXV+kv8hya9NpivJq5PcNFnkcJIrhoUKAAAAAMAymraLjH+b5F8k+c5k+gVJHu/uJyfTDyY5b7MVq+pgVR2tqqNPPfH1HQULAAAAAMB4bNlFRlW9Mckbuvt/qapLk7w7yduT/JfufslkmQuSfKS7/97J3ksXGbC1aW5ZcVsLAMtgmgEknb8AAGCcpu0iY22K93pVkp+sqjckeW6S52ejovmMqlqbVDGfn+ShnQQMAAAAAMBymXqQvyR5uoJ5Msjfbyf5nWMG+fuj7v4PJ1tfBTPHOn6wt2Ue6G0zqowBmJdZDbwKy8g11uz5TgEANjPTQf5O4OeTvKuq7s1Gn8wf2MF7AQAAAACwZLZVwbxTY6hgPr5qNtl7lbMAALAXLFO18tA+x4dWDy/TvoHdop2wKHvpWJvmfJYs79+3E/P8nMd6DC2ighkAAAAAgBUmwQwAAAAAwCAr10UGAACLYeAwAABYXrrIAAAAAABgrtZ2OwAAYJgxVIeOIQbGy/EAAAB7nwpmAAAAAAAGUcEMAEtqDNWhY4iBZ1eSJz4bYHruRgEAdkIFMwAAAAAAg0gwAwAAAAAwiC4ygJlxizbA7vBdy24aw/lfFw87Y38B0xjD9z0wTiqYAQAAAAAYpLp7YRs79UUX9LlXX7Ww7cFesdkvxcfzy/Fy8ZlyrC/99PufMf19N/zMLkUC46VCFQAAFuv+q959R3evb7WcCmYAAAAAAAaRYAYAAAAAYBBdZAAAz2IQl/mbpqucxH4HgGk4rwLM3sy6yKiq51bVf62qP6yqu6rqf5vMv7Cqbq+qe6rqhqo6ZRaBAwAAAACwHLasYK6qSnJadz9RVc9J8gdJfi7Ju5Lc3N3XV9X7k/xhd7/vZO81ywpmA70AAJtRfc3JOD52h/0+PVWYAHuT7/fdcfyA6olB1bdjZhXMveGJyeRzJv86yauT3DSZfzjJFQNjBQAAAABgCU3VB3NV7UtyR5KXJPnVJP9nkk9190smr1+Q5P/t7h/YZN2DSQ4myb4zz/yhC679V7OLHgAAAACAmZtZBXOSdPdT3X1xkvOTvDLJ92+22AnWPdTd6929vu/006bZHAAAAAAAS2CqBPPTuvvxJJ9MckmSM6pqbfLS+Ukemm1oAAAAAACM2dpWC1TVC5N8u7sfr6rvSvLjSd6T5BNJ3pTk+iQHktw6z0ABANicAdQAANiKa0bmZcsEc5Jzkhye9MP8t5Lc2N3/saq+kOT6qvrfk3w2yQfmGCcAAAAAACOzZYK5u/8oySs2mX9fNvpjBgBgF4218uT4KpnN4tyskmYzY/0bAQCWhesp5mVbfTADAAAAAMDTJJgBAAAAABhkmj6Y2QU6XgdgUZxztmeabh/mub1FbHNWpolzWf4WxmPRbWKZ2yCwvBZ9vcFycW6aP/t4e1QwAwAAAAAwSHX3wjZ26osu6HOvvmph29trZvnryV7/NdQvTay6vd7GN/Oln37/M6a/74af2aVIGML3Nqwe7R4AWFXL8n/2+6969x3dvb7VciqYAQAAAAAYRAUzsOdtViF1vLH+Wsj8LcsvxwCbUQUM7AbXTwCrQQUzAAAAAABzJcEMAAAAAMAgusgAgBkZeruo20xhfqZpX7qZAGArBpSe3jz3lXM2LJYuMgAAAAAAmCsVzADAzOy1qpJl+XuWJU4A2G3uHAOYngpmAAAAAADmSoIZAAAAAIBBtuwio6ouSPKbSb4nyXeSHOruX6mq/UluSPLiJPcn+anufuxk76WLDACAcdPdBrPgFnT2At+HbNdeO2YWPbDhPPffXvtsNuPcyzzMsouMJ5Nc3d3fn+SSJO+oqpcluSbJke6+KMmRyTQAAAAAACti24P8VdWtSf795N+l3f1wVZ2T5JPd/dKTrauCGYbZ7NfW483y18lV+HUXYJ58j7KMHLfTs6/mzz7eMM1+sK+Wn88QGKu5DPJXVS9O8ooktyc5u7sfTpLJ41nbDxMAAAAAgGU1dQVzVZ2e5D8l+aXuvrmqHu/uM455/bHuPnOT9Q4mOZgk+84884cuuPZfzSZyAAAAAADmYqYVzFX1nCS/k+RD3X3zZPYjk64xMnl8dLN1u/tQd6939/q+00+bLnoAAAAAAEZvywRzVVWSDyS5u7t/+ZiXbktyYPL8QJJbZx8eAAAAAABjtTbFMq9K8rYkn6uqOyfzfiHJdUlurKorkzyQ5M3zCXE6OsVnFhY9mB4AsLe4Jt2c/cK8THP9vhnHH8DmnLNnbxX26ZYJ5u7+gyR1gpcvm204AAAAAAAsi6kH+ZuFU190QZ979VUL2x7LbxV+5QEAmCV3ZO3M8ftvlvvKtS0AsExmOsgfAAAAAAAcTwUzAAAAAADPoIIZAAAAAIC5kmAGAAAAAGAQCWYAAAAAAAaRYAYAAAAAYBAJZgAAAAAABpFgBgAAAABgEAlmAAAAAAAGkWAGAAAAAGAQCWYAAAAAAAaRYAYAAAAAYBAJZgAAAAAABpFgBgAAAABgkC0TzFX1wap6tKo+f8y8/VX18aq6Z/J45nzDBAAAAABgbKapYP6NJK87bt41SY5090VJjkymAQAAAABYIVsmmLv795P8xXGzL09yePL8cJIrZhwXAAAAAAAjN7QP5rO7++EkmTyedaIFq+pgVR2tqqNPPfH1gZsDAAAAAGBs5j7IX3cf6u717l7fd/pp894cAAAAAAALMjTB/EhVnZMkk8dHZxcSAAAAAADLYGiC+bYkBybPDyS5dTbhAAAAAACwLLZMMFfVh5P8lyQvraoHq+rKJNcleU1V3ZPkNZNpAAAAAABWyNpWC3T3W0/w0mUzjgUAAAAAgCUy90H+AAAAAADYmySYAQAAAAAYRIIZAAAAAIBBJJgBAAAAABhEghkAAAAAgEEkmAEAAAAAGESCGQAAAACAQSSYAQAAAAAYRIIZAAAAAIBBJJgBAAAAABhEghkAAAAAgEEkmAEAAAAAGESCGQAAAACAQSSYAQAAAAAYRIIZAAAAAIBBdpRgrqrXVdUXq+reqrpmVkEBAAAAADB+gxPMVbUvya8meX2SlyV5a1W9bFaBAQAAAAAwbjupYH5lknu7+77u/laS65NcPpuwAAAAAAAYu50kmM9L8pVjph+czHuGqjpYVUer6uhTT3x9B5sDAAAAAGBM1nawbm0yr581o/tQkkNJUlVfvf+qd385yXcn+bMdbBtYDG0VloO2CstBW4XloK3C+GmnsBj/3TQL7STB/GCSC46ZPj/JQydbobtfmCRVdbS713ewbWABtFVYDtoqLAdtFZaDtgrjp53CuOyki4xPJ7moqi6sqlOSvCXJbbMJCwAAAACAsRtcwdzdT1bVzyb5WJJ9ST7Y3XfNLDIAAAAAAEZtJ11kpLs/kuQjA1Y9tJPtAgujrcJy0FZhOWirsBy0VRg/7RRGpLqfNS4fAAAAAABsaSd9MAMAAAAAsMIkmAEAAAAAGGThCeaqel1VfbGq7q2qaxa9feDEqur+qvpcVd1ZVUcn8/ZX1cer6p7J45m7HSesmqr6YFU9WlWfP2bepm2zNvy7yXn2j6rqB3cvclgdJ2inv1hVfzo5r95ZVW845rV/OWmnX6yq1+5O1LB6quqCqvpEVd1dVXdV1c9N5juvwoicpK06t8IILTTBXFX7kvxqktcneVmSt1bVyxYZA7ClH+vui7t7fTJ9TZIj3X1RkiOTaWCxfiPJ646bd6K2+fokF03+HUzyvgXFCKvuN/Lsdpok752cVy+eDJCdyfXvW5L83ck6/2FynQzM35NJru7u709ySZJ3TNqk8yqMy4naauLcCqOz6ArmVya5t7vv6+5vJbk+yeULjgHYnsuTHJ48P5zkil2MBVZSd/9+kr84bvaJ2ublSX6zN3wqyRlVdc5iIoXVdYJ2eiKXJ7m+u7/Z3X+S5N5sXCcDc9bdD3f3ZybPv5bk7iTnxXkVRuUkbfVEnFthFy06wXxekq8cM/1gTv4FASxWJ/ndqrqjqg5O5p3d3Q8nGyf5JGftWnTAsU7UNp1rYVx+dnJb/QeP6WZKO4URqKoXJ3lFktvjvAqjdVxbTZxbYXQWnWCuTeb1gmMATuxV3f2D2bgV8B1V9aO7HRCwbc61MB7vS/J9SS5O8nCS/2syXzuFXVZVpyf5nSRXdfdfnWzRTeZpr7Agm7RV51YYoUUnmB9McsEx0+cneWjBMQAn0N0PTR4fTXJLNm4peuTp2wAnj4/uXoTAMU7UNp1rYSS6+5Hufqq7v5Pk/87f3KqrncIuqqrnZCNh9aHuvnky23kVRmazturcCuO06ATzp5NcVFUXVtUp2eiA/bYFxwBsoqpOq6q//fTzJD+R5PPZaKMHJosdSHLr7kQIHOdEbfO2JP/TZNT7S5L85dO3/AKLdVw/rf8oG+fVZKOdvqWqTq2qC7MxeNh/XXR8sIqqqpJ8IMnd3f3Lx7zkvAojcqK26twK47S2yI1195NV9bNJPpZkX5IPdvddi4wBOKGzk9yycR7PWpLf6u6PVtWnk9xYVVcmeSDJm3cxRlhJVfXhJJcm+e6qejDJtUmuy+Zt8yNJ3pCNgU2+keTtCw8YVtAJ2umlVXVxNm7RvT/JP0mS7r6rqm5M8oUkTyZ5R3c/tRtxwwp6VZK3JflcVd05mfcLcV6FsTlRW32rcyuMT3XrkgYAAAAAgO1bdBcZAAAAAADsERLMAAAAAAAMIsEMAAAAAMAgEswAAAAAAAwiwQwAAAAAwCASzAAAAAAADCLBDAAAAADAIBLMAAAAAAAMIsEMAAAAAMAgEswAAAAAAAwiwQwAAAAAwCASzAAAAAAADCLBDAAAAADAIBLMAAAAAAAMIsEMAAAAAMAgEswAAAAAAAwiwQwAAAAAwCASzAAAAAAADCLBDAAAAADAIBLMAAAAAAAMIsEMAAAAAMAgEswAAAAAAAwiwQwAAAAAwCASzAAAAAAADCLBDAAAAADAIGuL3NgpdWo/N6ctcpMAAAAAAGzT1/LYn3X3C7dabqEJ5ufmtPxwXbbITQIAAAAAsE2/1zd9eZrldJEBAAAAAMAgEswAAAAAAAwiwQwAAAAAwCASzAAAAAAADCLBDAAAAADAIBLMAAAAAAAMIsEMAAAAAMAgEswAAAAAAAwiwQwAAAAAwCASzAAAAAAADCLBDAAAAADAIBLMAAAAAAAMIsEMAAAAAMAgUyWYq+qdVXVXVX2+qj5cVc+tqgur6vaquqeqbqiqU+YdLAAAAAAA47Flgrmqzkvyz5Osd/cPJNmX5C1J3pPkvd19UZLHklw5z0ABAAAAABiXabvIWEvyXVW1luR5SR5O8uokN01eP5zkitmHBwAAAADAWG2ZYO7uP03yb5I8kI3E8l8muSPJ49395GSxB5Oct9n6VXWwqo5W1dFv55uziRoAAAAAgF03TRcZZya5PMmFSc5NclqS12+yaG+2fncf6u717l5/Tk7dSawAAAAAAIzINF1k/HiSP+nur3b3t5PcnOQfJDlj0mVGkpyf5KE5xQgAAAAAwAhNk2B+IMklVfW8qqoklyX5QpJPJHnTZJkDSW6dT4gAAAAAAIzRNH0w356NwfxvjFYVAAAgAElEQVQ+k+Rzk3UOJfn5JO+qqnuTvCDJB+YYJwAAAAAAI7O29SJJd1+b5NrjZt+X5JUzjwgAAAAAgKUwTRcZAAAAAADwLBLMAAAAAAAMIsEMAAAAAMAgEswAAAAAAAwiwQwAAAAAwCASzAAAAAAADCLBDAAAAADAIBLMAAAAAAAMIsEMAAAAAMAgEswAAAAAAAwiwQwAAAAAwCASzAAAAAAADCLBDAAAAADAIBLMAAAAAAAMIsEMAAAAAMAgWyaYq+qlVXXnMf/+qqquqqr9VfXxqrpn8njmIgIGAAAAAGActkwwd/cXu/vi7r44yQ8l+UaSW5Jck+RId1+U5MhkGgAAAACAFbHdLjIuS/Kl7v5yksuTHJ7MP5zkilkGBgAAAADAuG03wfyWJB+ePD+7ux9OksnjWZutUFUHq+poVR39dr45PFIAAAAAAEZl6gRzVZ2S5CeT/PZ2NtDdh7p7vbvXn5NTtxsfAAAAAAAjtZ0K5tcn+Ux3PzKZfqSqzkmSyeOjsw4OAAAAAIDx2k6C+a35m+4xkuS2JAcmzw8kuXVWQQEAAAAAMH5TJZir6nlJXpPk5mNmX5fkNVV1z+S162YfHgAAAAAAY7U2zULd/Y0kLzhu3p8nuWweQQEAAAAAMH7b6SIDAAAAAAD+mgQzAAAAAACDSDADAAAAADCIBDMAAAAAAINIMAMAAAAAMIgEMwAAAAAAg0gwAwAAAAAwiAQzAAAAAACDSDADAAAAADCIBDMAAAAAAINIMAMAAAAAMIgEMwAAAAAAg0gwAwAAAAAwiAQzAAAAAACDSDADAAAAADDIVAnmqjqjqm6qqj+uqrur6keqan9Vfbyq7pk8njnvYAEAAAAAGI9pK5h/JclHu/vvJHl5kruTXJPkSHdflOTIZBoAAAAAgBWxZYK5qp6f5EeTfCBJuvtb3f14ksuTHJ4sdjjJFfMKEgAAAACA8Zmmgvl7k3w1ya9X1Wer6teq6rQkZ3f3w0kyeTxrs5Wr6mBVHa2qo9/ON2cWOAAAAAAAu2uaBPNakh9M8r7ufkWSr2cb3WF096HuXu/u9efk1IFhAgAAAAAwNtMkmB9M8mB33z6ZvikbCedHquqcJJk8PjqfEAEAAAAAGKMtE8zd/d+SfKWqXjqZdVmSLyS5LcmBybwDSW6dS4QAAAAAAIzS2pTL/bMkH6qqU5Lcl+Tt2UhO31hVVyZ5IMmb5xMiAAAAAABjNFWCubvvTLK+yUuXzTYcAAAAAACWxTR9MAMAAAAAwLNIMAMAAAAAMIgEMwAAAAAAg0gwAwAAAAAwiAQzAAAAAACDSDADAAAAADCIBDMAAAAAAIOs7XYAAAAAACfysYfufMb0a8+9eJciAWAzKpgBAAAAABhEBTMAAAAwtUVXFKtYBhg3FcwAAAAAAAwiwQwAAAAAwCC6yAAAAACmpssKAI6lghkAAAAAgEGmqmCuqvuTfC3JU0me7O71qtqf5IYkL05yf5Kf6u7H5hMmAAAAAABjs50K5h/r7ou7e30yfU2SI919UZIjk2kAAAAAAFbETvpgvjzJpZPnh5N8MsnP7zAeAIBR+9hDdz5jWj+UAAAwzuvk42NKxhHXXjNtBXMn+d2quqOqDk7mnd3dDyfJ5PGseQQIAAAAAMA4TVvB/Krufqiqzkry8ar642k3MElIH0yS5+Z5A0IEAAAAAGCMqru3t0LVLyZ5Isn/nOTS7n64qs5J8snufunJ1n1+7e8frsuGxsocbXbLwGbcRgAAALvPLb8AwLz9Xt90xzHj8Z3Qll1kVNVpVfW3n36e5CeSfD7JbUkOTBY7kOTW4eECAAAAALBspuki4+wkt1TV08v/Vnd/tKo+neTGqroyyQNJ3jy/MJk31Q4AALA8XL8DAGOxZYK5u+9L8vJN5v95Ev1dAAAAAACsqC27yAAAAAAAgM1IMAMAAAAAMIgEMwAAAAAAg0wzyB8AwEr62EN3brmMgbYAAIBVpoIZAAAAAIBBVDADTGmzSsZFVy5OU005rWliH8PfPEtD99+0f/Px77/M+4oNPkMAAICTU8EMAAAAAMAgEswAAAAAAAxS3b2wjT2/9vcP12UL2x7AbhjaTcIqdq8wtAuOvdZ1BwAAu8N1JcCJ/V7fdEd3r2+1nApmAAAAAAAGUcEMLK1ZVr9uRuUCAAAAsKpUMAMAAAAAMFdrux0AsDjTVu5uZp7VvNPEtdn2h8akMhn2Nn0pAsDesopjlcDTXNuyDFQwAwAAAAAwiAQzAAAAAACDTD3IX1XtS3I0yZ929xur6sIk1yfZn+QzSd7W3d862XsY5A+AVbIKt7PtpOudY222X1Zh/y0rnw0Mo+0AAMtkHoP8/VySu4+Zfk+S93b3RUkeS3Ll9kIEAAAAAGCZTVXBXFXnJzmc5JeSvCvJP0zy1STf091PVtWPJPnF7n7tyd5HBTOsnqED+DF9Zaj9t8GxxirzfTF/Kk+BWZtm4LpZ3Sm0E77rgDHw/73dMesK5n+b5F8k+c5k+gVJHu/uJyfTDyY5b7MVq+pgVR2tqqPfzjen3BwAAAAAAGO3ZYK5qt6Y5NHuvuPY2ZssumkpdHcf6u717l5/Tk4dGCYAAAAAAGOzZRcZVfV/JHlbkieTPDfJ85PckuS10UUGjMYsb59bxdtK3G4zvaHHmv0H4zPWbh+miWvet42PYT8AAMBumlkXGd39L7v7/O5+cZK3JPn/uvt/TPKJJG+aLHYgya07iBcAAAAAgCUz1SB/f71w1aVJ3t3db6yq701yfZL9ST6b5B9390k7WR5rBfOsKmCGDsqwTBUyYxhk4nh7bf8t098DzMe8q0p9F+3MGM6FPp/los2Nw7TfrXvp8xo6AOgq3hk39Nw71jtBmL2h3w2zWm/a93b8rYaxnqvGGJfBsHdm2grmte28aXd/MsknJ8/vS/LKIcEBAAAAALD8tlXBvFOLrmBe5l8p5h37GH9VGmre/cHupX01BqvYf69jdHtW8Rhhuc/ZsJe50495cCcIT3PdB882TfU687fou0p38v//eR4jM+uDGQAAAAAANiPBDAAAAADAIHu6iwxgmGUeLMLtttNb9C2JYz2u3IIGszHWNr4sFj2oms8Lxmes7dL1NcDq0kUGAAAAAABzpYIZ9jCVmTAbyzIA3SzjXJa/Gbai8g6A7Vrmc8dYK+FhVey1NqiCGQAAAACAuVLBDADMzF7r23usFQjuUAEAAOZNBTMAAAAAAHMlwQwAAAAAwCAr10XGWG91HSP7anqruK+m/ZtndRv3Ku7jzQztfmAz03xe0643RvYVDDPPY9vgkWzX0PP/ql43jLH7nLF+FmPcV/O26L95np/9shxXyTjiOt5Y41z0d/406+3k2mUVv2fYe3SRAQAAAADAXK1cBTMAs7fXBnabp3lXVu8ls6ykVZXLySz6joSxfoeNNa4xsq84GcfHcvF5AZyYCmYAAAAAAOZKghkAAAAAgEG27CKjqp6b5PeTnJpkLclN3X1tVV2Y5Pok+5N8JsnbuvtbJ3svXWQAY+A2OFaJ4311GYgSAADYiVl2kfHNJK/u7pcnuTjJ66rqkiTvSfLe7r4oyWNJrtxJwAAAAAAALJdtDfJXVc9L8gdJ/mmS/yfJ93T3k1X1I0l+sbtfe7L151nBPMsBdvbaYD3zHHzLvtowhkGmZrX9eccAAHvFXr9ugGWgnayG4z/nVfxMd+P/cvPc72O9y26Mx9q0+2ro9+EsByEf6vi4hh4fY/hb9pp959w7u0H+qmpfVd2Z5NEkH0/ypSSPd/eTk0UeTHLeCdY9WFVHq+rot/PN6aIHAAAAAGD0tlvBfEaSW5L8r0l+vbtfMpl/QZKPdPffO9n6e70P5ln+UjLLX6PGalb7axX2FbCcxlqZcbx5n7/Ye5bl2F5VroOm506/6TmuONasKiUdM4thvwNDzbIP5r/W3Y8n+WSSS5KcUVVrk5fOT/LQdoMEAAAAAGB5bZlgrqoXTiqXU1XfleTHk9yd5BNJ3jRZ7ECSW+cVJAAAAAAA47NlFxlV9feTHE6yLxsJ6Ru7+19X1fcmuT7J/iSfTfKPu/uknSzv9S4yYNWt4i3T8/ybV3F/7oRbd9kpbY6TcXwAszZNtwWzHLTLdxYwVvP8PmRnpu0iY22rBbr7j5K8YpP59yV55bDwAAAAAABYdtsa5G+nVDDDbOy1QWPGQJXH9Owr2Du0ZwAA4ETmMsgfAAAAAAA8TYIZAAAAAIBBdJGR6bsb2IpbSgFYBtMMosH0hl5H2O+rQ5uDvUtXQ6tr2s/eOYBVNobuPbXVndFFBgAAAAAAc7WnK5j9mjw9+2p69hXbNau7JJLVONbcVQIAW3NNCgDMmwpmAAAAAADmak9XMANwYvqNBWZJNSXA3uT7HWB1qWAGAAAAAGCuJJgBAAAAABhEFxkAsKTmOSDitO/tFlkAYK+Z5jrINdAG+wqeaa/9P0oXGQAAAAAAzJUKZgCAJXN8ZcSyVEAAAADLQwUzAAAAAABzJcEMAAAAAMAga1stUFUXJPnNJN+T5DtJDnX3r1TV/iQ3JHlxkvuT/FR3Pza/UGdj6IBIq3jrqX01vb3Wifs0ZjW42KztpX0McCKL/q7TJQcns9k1wayOkVleb6zCcTvGtjrP42Mnxriv5m2Wg7HNc6DheW9/FT7rrSz6u3Xe3wND33/R/6d17LGXTVPB/GSSq7v7+5NckuQdVfWyJNckOdLdFyU5MpkGAAAAAGBFbHuQv6q6Ncm/n/y7tLsfrqpzknyyu196snUN8scsrGK1AQA7464ctmue1xtjregEZmMV724EYG+ayyB/VfXiJK9IcnuSs7v74SSZPJ51gnUOVtXRqjr67XxzO5sDAAAAAGDEpq5grqrTk/ynJL/U3TdX1ePdfcYxrz/W3Wee7D1UMAMAbNB/JAAAMGYzrWCuquck+Z0kH+rumyezH5l0jZHJ46NDgwUAAAAAYPlsmWCuqkrygSR3d/cvH/PSbUkOTJ4fSHLr7MMDAAAAAGCstuwio6r++yT/OcnnknxnMvsXstEP841JXpTkgSRv7u6/ONl76SIDAIC9wmB9O2P/AUzPdyarZKzH+zzj2kn3efO075x7p+oiY22rBbr7D5LUCV6WLQYAAAAAWFFTD/I3C3u9gnnaXxvG8KvLGEyzv2a5r47fns8BAACGc30NAHvbTAf5AwAAAACA46lgBgAAAADgGVQwAwAAAAAwVxLMAAAAwP/P3h3HaHbW96H//rSLTbCDsAl2HZsWh6xoaCUMXTlOkSKCQ8Dc3KwrQWKrpavIuttI0AaSqJj8Q650ry5IbdxUSom2sctGItiOg2WrQhBnLyi6UnFYgxtsHGTjGLPY9ZIEAjYSYPO7f8wxWdYznnefmXnnjOfzkVbnPc97zpzfzs4zz+uvn/McABgiYAYAAAAAYIiAGQAAAACAIQJmAAAAAACGCJgBAAAAABgiYAYAAAAAYIiAGQAAAACAIQJmAAAAAACGCJgBAAAAABgiYAYAAAAAYIiAGQAAAACAIesGzFV1Q1WdqKp7Tmo7t6ruqKr7p+05W1smAAAAAABzs8gM5g8medMpbdcmOdrd+5IcnfYBAAAAANhF1g2Yu/vPkvztKc0HkhyZXh9JcuUm1wUAAAAAwMyNrsF8fnc/miTT9ry1DqyqQ1V1rKqOfTffHrwcAAAAAABzs+UP+evuw929v7v3Py9nbvXlAAAAAABYktGA+bGquiBJpu2JzSsJAAAAAICdYDRgvj3Jwen1wSS3bU45AAAAAADsFOsGzFX14ST/I8krqup4VV2T5H1J3lBV9yd5w7QPAAAAAMAusne9A7r76jXeunyTawEAAAAAYAfZ8of8AQAAAADw3CRgBgAAAABgiIAZAAAAAIAhAmYAAAAAAIYImAEAAAAAGCJgBgAAAABgiIAZAAAAAIAhAmYAAAAAAIYImAEAAAAAGCJgBgAAAABgiIAZAAAAAIAhAmYAAAAAAIYImAEAAAAAGCJgBgAAAABgiIAZAAAAAIAhGwqYq+pNVfWFqnqgqq7drKIAAAAAAJi/4YC5qvYk+d0kVyR5ZZKrq+qVm1UYAAAAAADztpEZzJcmeaC7H+zu7yS5McmBzSkLAAAAAIC520jAfGGSL5+0f3xq+wFVdaiqjlXVse/m2xu4HAAAAAAAc7J3A+fWKm39jIbuw0kOJ0lVffVP+5YvJfmRJH+9gWsDy6Gvws6gr8LOoK/CzqCvwvzpp7Ac/2iRgzYSMB9P8tKT9i9K8sizndDdL0mSqjrW3fs3cG1gCfRV2Bn0VdgZ9FXYGfRVmD/9FOZlI0tkfDrJvqq6uKrOSHJVkts3pywAAAAAAOZueAZzdz9ZVe9I8vEke5Lc0N33blplAAAAAADM2kaWyEh3fzTJRwdOPbyR6wJLo6/CzqCvws6gr8LOoK/C/OmnMCPV/Yzn8gEAAAAAwLo2sgYzAAAAAAC7mIAZAAAAAIAhSw+Yq+pNVfWFqnqgqq5d9vWBtVXVQ1X1uaq6u6qOTW3nVtUdVXX/tD1nu+uE3aaqbqiqE1V1z0ltq/bNWvGfp3H2L6rqNdtXOewea/TT36qqr0zj6t1V9eaT3nvP1E+/UFVv3J6qYfepqpdW1Seq6r6qureqfnVqN67CjDxLXzW2wgwtNWCuqj1JfjfJFUlemeTqqnrlMmsA1vUz3X1Jd++f9q9NcrS79yU5Ou0Dy/XBJG86pW2tvnlFkn3Tn0NJPrCkGmG3+2Ce2U+T5LppXL1kekB2ps+/VyX5J9M5/2X6nAxsvSeT/Hp3/0SSy5K8feqTxlWYl7X6amJshdlZ9gzmS5M80N0Pdvd3ktyY5MCSawBOz4EkR6bXR5JcuY21wK7U3X+W5G9PaV6rbx5I8ge94lNJXlRVFyynUti91uinazmQ5Mbu/nZ3/1WSB7LyORnYYt39aHd/Znr9zST3JbkwxlWYlWfpq2sxtsI2WnbAfGGSL5+0fzzP/gsCWK5O8idVdVdVHZrazu/uR5OVQT7JedtWHXCytfqmsRbm5R3TbfU3nLTMlH4KM1BVL0vy6iR3xrgKs3VKX02MrTA7yw6Ya5W2XnINwNpe292vycqtgG+vqp/e7oKA02ashfn4QJKXJ7kkyaNJ/uPUrp/CNquqs5P8cZJ3dvc3nu3QVdr0V1iSVfqqsRVmaNkB8/EkLz1p/6Ikjyy5BmAN3f3ItD2R5Nas3FL02NO3AU7bE9tXIXCStfqmsRZmorsf6+6nuvt7Sf5r/v5WXf0UtlFVPS8rgdWHuvsjU7NxFWZmtb5qbIV5WnbA/Okk+6rq4qo6IysLsN++5BqAVVTVWVX1w0+/TvJzSe7JSh89OB12MMlt21MhcIq1+ubtSf719NT7y5L83dO3/ALLdco6rf8iK+NqstJPr6qqM6vq4qw8POzPl10f7EZVVUmuT3Jfd//2SW8ZV2FG1uqrxlaYp73LvFh3P1lV70jy8SR7ktzQ3fcuswZgTecnuXVlHM/eJH/Y3R+rqk8nubmqrknycJK3bmONsCtV1YeTvC7Jj1TV8STvTfK+rN43P5rkzVl5sMm3kvzy0guGXWiNfvq6qrokK7foPpTk3yRJd99bVTcn+XySJ5O8vbuf2o66YRd6bZK3JflcVd09tf1mjKswN2v11auNrTA/1W1JGgAAAAAATt+yl8gAAAAAAOA5QsAMAAAAAMAQATMAAAAAAEMEzAAAAAAADBEwAwAAAAAwRMAMAAAAAMAQATMAAAAAAEMEzAAAAAAADBEwAwAAAAAwRMAMAAAAAMAQATMAAAAAAEMEzAAAAAAADBEwAwAAAAAwRMAMAAAAAMAQATMAAAAAAEMEzAAAAAAADBEwAwAAAAAwRMAMAAAAAMAQATMAAAAAAEMEzAAAAAAADBEwAwAAAAAwRMAMAAAAAMAQATMAAAAAAEMEzAAAAAAADBEwAwAAAAAwZO8yL7bn7LN677nnLvOSAAAAAACcpu98+fhfd/dL1jtuqQHz3nPPzY/++juXeUkAAAAAAE7TQ+/8jS8tcpwlMgAAAAAAGCJgBgAAAABgiIAZAAAAAIAhAmYAAAAAAIYImAEAAAAAGCJgBgAAAABgiIAZAAAAAIAhAmYAAAAAAIYImAEAAAAAGCJgBgAAAABgiIAZAAAAAIAhAmYAAAAAAIYImAEAAAAAGLJQwFxV76qqe6vqnqr6cFU9v6ourqo7q+r+qrqpqs7Y6mIBAAAAAJiPdQPmqrowyb9Lsr+7/2mSPUmuSvL+JNd1974kX0tyzVYWCgAAAADAvCy6RMbeJD9UVXuTvCDJo0len+SW6f0jSa7c/PIAAAAAAJirdQPm7v5Kkv+Q5OGsBMt/l+SuJF/v7ienw44nuXC186vqUFUdq6pjTz3+xOZUDQAAAADAtltkiYxzkhxIcnGSH01yVpIrVjm0Vzu/uw939/7u3r/n7LM2UisAAAAAADOyyBIZP5vkr7r7q9393SQfSfLPk7xoWjIjSS5K8sgW1QgAAAAAwAwtEjA/nOSyqnpBVVWSy5N8PsknkrxlOuZgktu2pkQAAAAAAOZokTWY78zKw/w+k+Rz0zmHk7w7ya9V1QNJXpzk+i2sEwAAAACAmdm7/iFJd783yXtPaX4wyaWbXhEAAAAAADvCIktkAAAAAADAMwiYAQAAAAAYImAGAAAAAGCIgBkAAAAAgCECZgAAAAAAhgiYAQAAAAAYImAGAAAAAGCIgBkAAAAAgCECZgAAAAAAhgiYAQAAAAAYImAGAAAAAGCIgBkAAAAAgCECZgAAAAAAhgiYAQAAAAAYsm7AXFWvqKq7T/rzjap6Z1WdW1V3VNX90/acZRQMAAAAAMA8rBswd/cXuvuS7r4kyT9L8q0ktya5NsnR7t6X5Oi0DwAAAADALnG6S2RcnuSL3f2lJAeSHJnajyS5cjMLAwAAAABg3k43YL4qyYen1+d396NJMm3PW+2EqjpUVceq6thTjz8xXikAAAAAALOycMBcVWck+YUkf3Q6F+juw929v7v37zn7rNOtDwAAAACAmTqdGcxXJPlMdz827T9WVRckybQ9sdnFAQAAAAAwX6cTMF+dv18eI0luT3Jwen0wyW2bVRQAAAAAAPO3UMBcVS9I8oYkHzmp+X1J3lBV90/vvW/zywMAAAAAYK72LnJQd38ryYtPafubJJdvRVEAAAAAAMzf6SyRAQAAAAAA3ydgBgAAAABgiIAZAAAAAIAhAmYAAAAAAIYImAEAAAAAGCJgBgAAAABgiIAZAAAAAIAhAmYAAAAAAIYImAEAAAAAGCJgBgAAAABgiIAZAAAAAIAhAmYAAAAAAIYImAEAAAAAGCJgBgAAAABgiIAZAAAAAIAhCwXMVfWiqrqlqv6yqu6rqp+qqnOr6o6qun/anrPVxQIAAAAAMB+LzmD+nSQf6+5/nORVSe5Lcm2So929L8nRaR8AAAAAgF1i3YC5ql6Y5KeTXJ8k3f2d7v56kgNJjkyHHUly5VYVCQAAAADA/Cwyg/nHknw1yX+rqs9W1e9X1VlJzu/uR5Nk2p632slVdaiqjlXVsacef2LTCgcAAAAAYHstEjDvTfKaJB/o7lcneSKnsRxGdx/u7v3dvX/P2WcNlgkAAAAAwNwsEjAfT3K8u++c9m/JSuD8WFVdkCTT9sTWlAgAAAAAwBytGzB39/9K8uWqesXUdHmSzye5PcnBqe1gktu2pEIAAAAAAGZp74LH/dskH6qqM5I8mOSXsxJO31xV1yR5OMlbt6ZEAAAAAADmaKGAubvvTrJ/lbcu39xyAAAAAADYKRZZgxkAAAAAAJ5BwAwAAAAAwBABMwAAAAAAQwTMAAAAAAAMETADAAAAADBEwAwAAAAAwBABMwAAAAAAQwTMAAAAAAAMETADAAAAADBk73YXAAAAAOxcX/yl33tG28tv+pVtqASA7WAGMwAAAAAAQwTMAAAAAAAMsUQGAAAAMMxyGAC7mxnMAAAAAAAMETADAAAAADBkoSUyquqhJN9M8lSSJ7t7f1Wdm+SmJC9L8lCSX+zur21NmQAAAAAAzM3pzGD+me6+pLv3T/vXJjna3fuSHJ32AQAAAADYJTayRMaBJEem10eSXLnxcgAAAAAA2CkWDZg7yZ9U1V1VdWhqO7+7H02SaXveaidW1aGqOlZVx556/ImNVwwAAAAAwCwstAZzktd29yNVdV6SO6rqLxe9QHcfTnI4Sc78hy/tgRoBAAAAAJihhWYwd/cj0/ZEkluTXJrksaq6IEmm7YmtKhIAAAAAgPlZN2CuqrOq6oeffp3k55Lck+T2JAenww4muW2rigQAAAAAYH4WWSLj/CS3VtXTx/9hd3+sqj6d5OaquibJw0neunVlAgAAAAAwN+sGzN39YJJXrdL+N0ku34qiAAAAAACYv4XWYAYAAAAAgFMJmAEAAAAAGCJgBgAAAABgiIAZAAAAAIAhAmYAAAAAAIYImAEAAAAAGCJgBgAAAABgiIAZAAAAAIAhAmYAAAAAAIYImAEAAAAAGCJgBgAAAABgiIAZAAAAAIAhAmYAAAAAAIYImAEAAAAAGCJgBgAAAABgyMIBc1XtqarPVtV/n/Yvrqo7q+r+qrqpqs7YujIBAAAAAJib05nB/KtJ7jtp//1JruvufUm+luSazSwMAAAAAIB5WyhgrqqLkvxvSX5/2q8kr09yy3TIkSRXbkWBAAAAAADM06IzmP9Tkn+f5HvT/ouTfL27n5z2jye5cLUTq+pQVR2rqmNPPf7EhooFAAAAAGA+1g2Yq+rnk5zo7rtObl7l0F7t/O4+3N37u3v/nrPPGiwTAAAAAIC52bvAMa9N8gtV9eYkz0/ywqzMaH5RVe2dZjFflOSRrSsTAAAAAIC5WTdg7u73JHlPklTV65L8Rnf/y6r6oyRvSXJjkoNJbtvCOgEAmHzxl37vB/ZfftOvbFMlAPiHNsoAACAASURBVADAbrfoGsyreXeSX6uqB7KyJvP1m1MSAAAAAAA7wSJLZHxfd38yySen1w8muXTzSwIA4NmYsQwAAMzFRmYwAwAAAACwiwmYAQAAAAAYImAGAAAAAGCIgBkAAAAAgCECZgAAAAAAhgiYAQAAAAAYImAGAAAAAGCIgBkAAAAAgCECZgAAAAAAhuzd7gIAAJiPH3/Xp9Y95oHrLtu0rz36tQAAgHkwgxkAAAAAgCFmMAMA8H1bOaPYbGUAAHjuMYMZAAAAAIAhAmYAAAAAAIYImAEAAAAAGLJuwFxVz6+qP6+q/1lV91bV/zm1X1xVd1bV/VV1U1WdsfXlAgAAAAAwF4vMYP52ktd396uSXJLkTVV1WZL3J7muu/cl+VqSa7auTAAAAAAA5mbdgLlXPD7tPm/600len+SWqf1Ikiu3pEIAAAAAAGZpoTWYq2pPVd2d5ESSO5J8McnXu/vJ6ZDjSS5c49xDVXWsqo499fgTm1EzAAAAAAAzsFDA3N1PdfclSS5KcmmSn1jtsDXOPdzd+7t7/56zzxqvFAAAAACAWVkoYH5ad389ySeTXJbkRVW1d3rroiSPbG5pAAAAAADM2boBc1W9pKpeNL3+oSQ/m+S+JJ9I8pbpsINJbtuqIgEAAAAAmJ+96x+SC5Icqao9WQmkb+7u/15Vn09yY1X9X0k+m+T6LawTAAAAAICZWTdg7u6/SPLqVdofzMp6zAAAAAAA7EKntQYzAAAAAAA8TcAMAAAAAMCQRdZgBgBgg378XZ/6gf0HrrtsmyoBAADYPGYwAwAAAAAwxAxmAIAlMGMZAAB4LjKDGQAAAACAIQJmAAAAAACGCJgBAAAAABgiYAYAAAAAYIiAGQAAAACAIQJmAAAAAACG7N3uAgAA2Jgv/tLvPaPt5Tf9yjZUAgAA7DZmMAMAAAAAMETADAAAAADAkHWXyKiqlyb5gyT/IMn3khzu7t+pqnOT3JTkZUkeSvKL3f21rSsVAIDVWA4DAJirH3/Xp57R9sB1l+2Yrw+sb5EZzE8m+fXu/okklyV5e1W9Msm1SY52974kR6d9AAAAAAB2iXVnMHf3o0kenV5/s6ruS3JhkgNJXjcddiTJJ5O8e0uqBACAJTp1NpSZUAAwZqvHUGM0bL/TWoO5ql6W5NVJ7kxy/hQ+Px1Cn7fGOYeq6lhVHXvq8Sc2Vi0AAAAAALOx7gzmp1XV2Un+OMk7u/sbVbXQed19OMnhJDnzH760R4oEAIBlMhsKAAAWs9AM5qp6XlbC5Q9190em5seq6oLp/QuSnNiaEgEAAAAAmKN1A+Zamap8fZL7uvu3T3rr9iQHp9cHk9y2+eUBAAAAADBXiyyR8dokb0vyuaq6e2r7zSTvS3JzVV2T5OEkb92aEgEAAAAAmKN1A+bu/v+SrLXg8uWbWw4AAAAAADvFQmswAwAAAADAqQTMAAAAAAAMETADAAAAADBEwAwAAAAAwBABMwAAAAAAQwTMAAAAAAAMETADAAAAADBEwAwAAAAAwBABMwAAAAAAQwTMAAAAAAAMETADAAAAADBEwAwAAAAAwBABMwAAAAAAQwTMAAAAAAAMETADAAAAADBk3YC5qm6oqhNVdc9JbedW1R1Vdf+0PWdrywQAAAAAYG4WmcH8wSRvOqXt2iRHu3tfkqPTPgAAAAAAu8i6AXN3/1mSvz2l+UCSI9PrI0mu3OS6AAAAAACYudE1mM/v7keTZNqet9aBVXWoqo5V1bGnHn9i8HIAAAAAAMzNlj/kr7sPd/f+7t6/5+yztvpyAAAAAAAsyWjA/FhVXZAk0/bE5pUEAAAAAMBOMBow357k4PT6YJLbNqccAAAAAAB2inUD5qr6cJL/keQVVXW8qq5J8r4kb6iq+5O8YdoHAAAAAGAX2bveAd199RpvXb7JtQAAAAAAsINs+UP+AAAAAAB4bhIwAwAAAAAwRMAMAAAAAMAQATMAAAAAAEMEzAAAAAAADBEwAwAAAAAwRMAMAAAAAMAQATMAAAAAAEMEzAAAAAAADBEwAwAAAAAwRMAMAAAAAMAQATMAAAAAAEMEzAAAAAAADBEwAwAAAAAwRMAMAAAAAMCQDQXMVfWmqvpCVT1QVdduVlEAAAAAAMzfcMBcVXuS/G6SK5K8MsnVVfXKzSoMAAAAAIB528gM5kuTPNDdD3b3d5LcmOTA5pQFAAAAAMDcbSRgvjDJl0/aPz61/YCqOlRVx6rq2FOPP7GBywEAAAAAMCd7N3BurdLWz2joPpzkcJJU1VcfeudvfCnJjyT56w1cG1gOfRV2Bn0VdgZ9FXYGfRXmTz+F5fhHixy0kYD5eJKXnrR/UZJHnu2E7n5JklTVse7ev4FrA0ugr8LOoK/CzqCvws6gr8L86acwLxtZIuPTSfZV1cVVdUaSq5LcvjllAQAAAAAwd8MzmLv7yap6R5KPJ9mT5IbuvnfTKgMAAAAAYNY2skRGuvujST46cOrhjVwXWBp9FXYGfRV2Bn0VdgZ9FeZPP4UZqe5nPJcPAAAAAADWtZE1mAEAAAAA2MUEzAAAAAAADFl6wFxVb6qqL1TVA1V17bKvD6ytqh6qqs9V1d1VdWxqO7eq7qiq+6ftOdtdJ+w2VXVDVZ2oqntOalu1b9aK/zyNs39RVa/Zvsph91ijn/5WVX1lGlfvrqo3n/Tee6Z++oWqeuP2VA27T1W9tKo+UVX3VdW9VfWrU7txFWbkWfqqsRVmaKkBc1XtSfK7Sa5I8sokV1fVK5dZA7Cun+nuS7p7/7R/bZKj3b0vydFpH1iuDyZ50ylta/XNK5Lsm/4cSvKBJdUIu90H88x+miTXTePqJdMDsjN9/r0qyT+Zzvkv0+dkYOs9meTXu/snklyW5O1TnzSuwrys1VcTYyvMzrJnMF+a5IHufrC7v5PkxiQHllwDcHoOJDkyvT6S5MptrAV2pe7+syR/e0rzWn3zQJI/6BWfSvKiqrpgOZXC7rVGP13LgSQ3dve3u/uvkjyQlc/JwBbr7ke7+zPT628muS/JhTGuwqw8S19di7EVttGyA+YLk3z5pP3jefZfEMBydZI/qaq7qurQ1HZ+dz+arAzySc7btuqAk63VN421MC/vmG6rv+GkZab0U5iBqnpZklcnuTPGVZitU/pqYmyF2Vl2wFyrtPWSawDW9trufk1WbgV8e1X99HYXBJw2Yy3MxweSvDzJJUkeTfIfp3b9FLZZVZ2d5I+TvLO7v/Fsh67Spr/CkqzSV42tMEPLDpiPJ3npSfsXJXlkyTUAa+juR6btiSS3ZuWWoseevg1w2p7YvgqBk6zVN421MBPd/Vh3P9Xd30vyX/P3t+rqp7CNqup5WQmsPtTdH5majaswM6v1VWMrzNOyA+ZPJ9lXVRdX1RlZWYD99iXXAKyiqs6qqh9++nWSn0tyT1b66MHpsINJbtueCoFTrNU3b0/yr6en3l+W5O+evuUXWK5T1mn9F1kZV5OVfnpVVZ1ZVRdn5eFhf77s+mA3qqpKcn2S+7r7t096y7gKM7JWXzW2wjztXebFuvvJqnpHko8n2ZPkhu6+d5k1AGs6P8mtK+N49ib5w+7+WFV9OsnNVXVNkoeTvHUba4Rdqao+nOR1SX6kqo4neW+S92X1vvnRJG/OyoNNvpXkl5deMOxCa/TT11XVJVm5RfehJP8mSbr73qq6OcnnkzyZ5O3d/dR21A270GuTvC3J56rq7qntN2NchblZq69ebWyF+aluS9IAAAAAAHD6lr1EBgAAAAAAzxECZgAAAAAAhgiYAQAAAAAYImAGAAAAAGCIgBkAAAAAgCECZgAAAAAAhgiYAQAAAAAYImAGAAAAAGCIgBkAAAAAgCECZgAAAAAAhgiYAQAAAAAYImAGAAAAAGCIgBkAAAAAgCECZgAAAAAAhgiYAQAAAAAYImAGAAAAAGCIgBkAAAAAgCECZgAAAAAAhgiYAQAAAAAYImAGAAAAAGCIgBkAAAAAgCECZgAAAAAAhgiYAQAAAAAYImAGAAAAAGCIgBkAAAAAgCF7l3mxM+rMfn7OWuYlAQAAAAA4Td/M1/66u1+y3nFLDZifn7Pyk3X5Mi8JAAAAAMBp+tO+5UuLHGeJDAAAAAAAhgiYAQAAAAAYImAGAAAAAGCIgBkAAAAAgCECZgAAAAAAhgiYAQAAAAAYImAGAAAAAGCIgBkAAAAAgCECZgAAAAAAhgiYAQAAAAAYImAGAAAAAGCIgBkAAAAAgCECZgAAAAAAhiwUMFfVu6rq3qq6p6o+XFXPr6qLq+rOqrq/qm6qqjO2ulgAAAAAAOZj3YC5qi5M8u+S7O/uf5pkT5Krkrw/yXXdvS/J15Jcs5WFAgAAAAAwL4sukbE3yQ9V1d4kL0jyaJLXJ7llev9Ikis3vzwAAAAAAOZq3YC5u7+S5D8keTgrwfLfJbkryde7+8npsONJLlzt/Ko6VFXHqurYd/PtzakaAAAAAIBtt8gSGeckOZDk4iQ/muSsJFescmivdn53H+7u/d29/3k5cyO1AgAAAAAwI4sskfGzSf6qu7/a3d9N8pEk/zzJi6YlM5LkoiSPbFGNAAAAAADM0CIB88NJLquqF1RVJbk8yeeTfCLJW6ZjDia5bWtKBAAAAABgjhZZg/nOrDzM7zNJPjedczjJu5P8WlU9kOTFSa7fwjoBAAAAAJiZvesfknT3e5O895TmB5NcuukVAQAAAACwIyyyRAYAAAAAADyDgBkAAAAAgCECZgAAAAAAhgiYAQAAAAAYImAGAAAAAGCIgBkAAAAAgCECZgAAAAAAhgiYAQAAAAAYImAGAAAAAGCIgBkAAAAAgCECZgAAAAAAhgiYAQAAAAAYImAGAAAAAGCIgBkAAAAAgCECZgAAAAAAhqwbMFfVK6rq7pP+fKOq3llV51bVHVV1/7Q9ZxkFAwAAAAAwD+sGzN39he6+pLsvSfLPknwrya1Jrk1ytLv3JTk67QMAAAAAsEuc7hIZlyf5Ynd/KcmBJEem9iNJrtzMwgAAAAAAmLfTDZivSvLh6fX53f1okkzb81Y7oaoOVdWxqjr23Xx7vFIAAAAAAGZl4YC5qs5I8gtJ/uh0LtDdh7t7f3fvf17OPN36AAAAAACYqdOZwXxFks9092PT/mNVdUGSTNsTm10cAAAAAADzdToB89X5++UxkuT2JAen1weT3LZZRQEAAAAAMH8LBcxV9YIkb0jykZOa35fkDVV1//Te+za/PAAAAAAA5mrvIgd197eSvPiUtr9JcvlWFAUAAAAAwPydzhIZAAAAAADwfQJmAAAAAACGCJgBAAAAABgiYAYAAAAAYIiAGQAAAACAIQJmAAAAAACGCJgBAAAAABgiYAYAAAAAYIiAGQAAAACAIQJmAAAAAACGCJgBAAAAABgiYAYAAAAAYIiAGQAAAACAIQJmAAAAAACGCJgBAAAAABiyUMBcVS+qqluq6i+r6r6q+qmqOreq7qiq+6ftOVtdLAAAAAAA87HoDObfSfKx7v7HSV6V5L4k1yY52t37khyd9gEAAAAA2CXWDZir6oVJfjrJ9UnS3d/p7q8nOZDkyHTYkSRXblWRAAAAAADMzyIzmH8syVeT/Leq+mxV/X5VnZXk/O5+NEmm7XmrnVxVh6rqWFUd+26+vWmFAwAAAACwvRYJmPcmeU2SD3T3q5M8kdNYDqO7D3f3/u7e/7ycOVgmAAAAAABzs0jAfDzJ8e6+c9q/JSuB82NVdUGSTNsTW1MiAAAAAABztG7A3N3/K8mXq+oVU9PlST6f5PYkB6e2g0lu25IKAQAAAACYpb0LHvdvk3yoqs5I8mCSX85KOH1zVV2T5OEkb92aEgEAAAAAmKOFAubuvjvJ/lXeunxzywEAAAAAYKdYZA1mAAAAAAB4BgEzAAAAAABDBMwAAAAAAAwRMAMAAAAAMETADAAAAADAEAEzAAAAAABDBMwAAAAAAAzZu90FAAAAAKzl44/c/QP7b/zRS7apEgBWYwYzAAAAAABDzGAGAAAAFnbqjOLVbOYsYzOWAebNDGYAAAAAAIYImAEAAAAAGGKJDAAAAGBhlqwA4GRmMAMAAAAAMGShGcxV9VCSbyZ5KsmT3b2/qs5NclOSlyV5KMkvdvfXtqZMAAAAAADm5nRmMP9Md1/S3fun/WuTHO3ufUmOTvsAAAAAAOwSG1mD+UCS102vjyT5ZJJ3b7AeAIBZ+/gjd//AvnUoAQBgnp+TT60pmUddzzWLzmDuJH9SVXdV1aGp7fzufjRJpu15W1EgAAAAAADztOgM5td29yNVdV6SO6rqLxe9wBRIH0qS5+cFAyUCAAAAADBH1d2nd0LVbyV5PMn/keR13f1oVV2Q5JPd/YpnO/eFdW7/ZF0+WitbaLVbBlbjNgIAANh+bvkFALban/Ytd530PL41rbtERlWdVVU//PTrJD+X5J4ktyc5OB12MMlt4+UCAAAAALDTLLJExvlJbq2qp4//w+7+WFV9OsnNVXVNkoeTvHXrymSrme0AAAA7h8/vAMBcrBswd/eDSV61SvvfJLHeBQAAAADALrXuEhkAAAAAALAaATMAAAAAAEMEzAAAAAAADFnkIX8AALvSxx+5e91jPGgLAADYzcxgBgAAAABgiBnMAAtabSbjsmcuLjKbclGL1D6Hv/NmGv3+Lfp3PvXr7+TvFSv8GwIAADw7M5gBAAAAABgiYAYAAAAAYEh199Iu9sI6t3+yLl/a9QC2w+gyCbtxeYXRJTiea0t3AACwPXyuBFjbn/Ytd3X3/vWOM4MZAAAAAIAhZjADO9Zmzn5djZkLAAAAwG5lBjMAAAAAAFtq73YXACzPojN3V7OVs3kXqWu164/WZGYyPLdZSxEAnlt247NK4Gk+27ITmMEMAAAAAMAQATMAAAAAAEMWfshfVe1JcizJV7r756vq4iQ3Jjk3yWeSvK27v/NsX8ND/gDYTXbD7WwbWXrnZKt9X3bD92+n8m8DY/QdAGAn2YqH/P1qkvtO2n9/kuu6e1+SryW55vRKBAAAAABgJ1toBnNVXZTkSJL/O8mvJfnfk3w1yT/o7ier6qeS/FZ3v/HZvo4ZzLD7jD7Aj8Vnhvr+rfCzxm7m98XWM/MU2GyLPLhus+4U2gi/64A58N9722OzZzD/pyT/Psn3pv0XJ/l6dz857R9PcuFqJ1bVoao6VlXHvptvL3g5AAAAAADmbt2Auap+PsmJ7r7r5OZVDl11KnR3H+7u/d29/3k5c7BMAAAAAADmZt0lMqrq/0nytiRPJnl+khcmuTXJG2OJDJiNzbx9bjfeVuJ2m8WN/qz5/sH8zHXZh0Xq2urbxufwfQAAgO20aUtkdPd7uvui7n5ZkquS/L/d/S+TfCLJW6bDDia5bQP1AgAAAACwwyz0kL/vH1z1uiS/0d0/X1U/luTGJOcm+WySf9Xdz7rI8lxnMG/WDJjRhzLspBkyc3jIxKmea9+/nfT3AbbGVs8q9btoY4yFnC59bh4W/d36XPr3Gn0A6G68M2507J3rnSBsvtHfDZt13qJf28/f7jDXsWqOdXkY9sYsOoN57+l80e7+ZJJPTq8fTHLpSHEAAAAAAOx8pzWDeaOWPYN5J/9fiq2ufY7/V2nUVq8H+1z6Xs3Bbly/18/o6dmNPyPs7DEbnsvc6cdWmMOdIH625sHnPnimRWav///s3XGsZuV9H/jvTzOAY0gEOIYSIDVJR65pd43dEUvqVeSYOAHvKkMluwXtpqMIadqVvY0TVxuSP9bZ1a5kS228qTZ1NQ3EE8kxpgQE6lpO6KxdN1JDfG2zMZhYYILxhCnjxBAbLGHAv/3jHpLxcO/c9577vu+ce+/nI12d9zzvOXN+8973ec8733nOc1i8ZV9VupV//y/yPTK3OZgBAAAAAGAtAmYAAAAAAEbZ0VNkAONs55tFuNx2dsu+JHGq7yuXoMF8TLWPbxfLvqma3xdMz1T7pe/XALuXKTIAAAAAAFgoI5hhBzMyE+Zju9yAbp51bpe/M2zEyDsANms7nzumOhIedoud1geNYAYAAAAAYKGMYAYA5manze091REIrlABAAAWzQhmAAAAAAAWSsAMAAAAAMAou26KjKle6jpFXqvZ7cbXata/87wu496Nr/Faxk4/sJZZfl+z7jdFXivYHny+czpj3x+79X01xelzpvq7mOJrtWjL/jsv8ne/Xd5XyTTqOtVU61z2Z/4s+23lxte78XOGnccUGQAAAAAALNSuG8EMwPzttBu7LdKiR1bvJPMcJb7IEedbGdnCNCz7ioSpfoZNta4p8lpxOt4f24vfF8D6jGAGAAAAAGChBMwAAAAAAIyy4RQZVfWqJJ9Jck6SvUnu7O73V9UVSW5PcmGSzyf52e7+zun+LFNkAFPgMjh2E+/33cuNKAEAgK2Y5xQZzyd5W3e/MclVSa6rqmuSfDDJh7p7X5Knk9y8lYIBAAAAANheNnWTv6p6dZI/SPI/Jfl/kvyN7n6xqn4sya9290+fbv9FjmCe5w12dtrNehZ58y2v1aop3GRqXsdfdA0AsFPs9O8NsB3oJ7vDqb/n3fg7PRP/llvk6z7Vq+ym+F6b9bUa+3k4z5uQj3VqXWPfH1P4u+w0ey55dH43+auqPVX1QJITSe5L8pUkz3T3i8Mmx5Jcus6+h6pqpapWXsjzs1UPAAAAAMDkbXYE8/lJ7k7yvyb5re7+W0P75Uk+0d3/1en23+lzMM/zf0rm+b9RUzWv12s3vFbA9jTVkRmnWvT5i51nu7y3dyvfg2bnSr/ZeV9xsnmNlPSeWQ6vOzDWPOdg/ivd/UySTye5Jsn5VbV3eOqyJE9utkgAAAAAALavDQPmqnrtMHI5VfV9SX4yycNJPpXkncNmB5Pcs6giAQAAAACYng2nyKiq/zrJkSR7shpI39Hd/3tV/UiS25NcmOQLSf7H7j7tJMs7fYoM2O124yXTi/w778bXcytcustW6XOcjvcHMG+zTFswz5t2+cwCpmqRn4dszaxTZOzdaIPu/uMkb1qj/bEkV48rDwAAAACA7W5TN/nbKiOYYT522k1jpsAoj9l5rWDn0J8BAID1LOQmfwAAAAAA8DIBMwAAAAAAo5giI7NPN7ARl5QCsB3MchMNZmfaIjaiz8HOZaqh3WvW371zALvZFL4n66tbY4oMAAAAAAAWakePYPa/ybPzWs3Oa8VmzesqiWR3vNdcVQIAG/OdFABYNCOYAQAAAABYqB09ghmA9Y0dKWx0FLAWoykBdiaf7wC7lxHMAAAAAAAslIAZAAAAAIBRTJEBANvUIm+IOOuf7RJZAGCnmeV7kO9Aq7xW8L122r+jTJEBAAAAAMBCGcEMALDNGC0EAAAsmhHMAAAAAAAslIAZAAAAAIBR9m60QVVdnuS3k/yNJN9Ncri7f72qLkzy8SSvS/J4kn/Y3U8vrtT5GHtDpN14manXanY7bRL3Wczr5mLztpNeY4D1LPuz7tTPfJ+1nGyt7wTzeo/M8/vGbnjfTrGvLvL9sRVTfK0WbZ7TKy3yRsOLPv5u+F1vxGfrqmX/m3Y7v1awkVlGML+Y5H3d/YYk1yR5d1VdmeSWJEe7e1+So8M6AAAAAAC7xKZv8ldV9yT5v4eft3b38aq6JMmnu/v1p9vXTf6Yh9042gCArXFVDlMy1RGdwHzsxqsbAdiZFnKTv6p6XZI3Jbk/ycXdfTxJhuVF6+xzqKpWqmrlhTy/mcMBAAAAADBhM49grqrzkvzHJP9nd99VVc909/knPf90d19wuj/DCGYAgFXmjwQAAKZsriOYq+qsJL+b5KPdfdfQ/NQwNUaG5YmxxQIAAAAAsP1sGDBXVSW5NcnD3f1rJz11b5KDw+ODSe6Zf3kAAAAAAEzVhlNkVNV/m+Q/Jfliku8Ozb+S1XmY70jyw0meSPKu7v7G6f4sU2QAALBTuFnf1nj9AGbnM5PdZKrv90XWtZXp8xZpzyWPzjRFxt6NNujuP0hS6zwtLQYAAAAA2KVmvsnfPOz0Ecyz/m/DFP7XZQpmeb3m+Vqdejy/BwAAGM/3awDY2eZ6kz8AAAAAADiVEcwAAAAAAHwPI5gBAAAAAFgoATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFEEzAAAAAAAjCJgBgAAAABgFAEzAAAAAACjCJgBAAAAABhFwAwAAAAAwCgbBsxVdVtVnaiqB09qu7Cq7quqR4blBYstEwAAAACAqZllBPNHklx3StstSY52974kR4d1AAAAAAB2kQ0D5u7+TJJvnNJ8IMmR4fGRJDfMuS4AAAAAACZu7BzMF3f38SQZlhett2FVHaqqlapaeSHPjzwcAAAAAABTs/Cb/HX34e7e3937z8o5iz4cAAAAAABLMjZgfqqqLkmSYXlifiUBAAAAALAdjA2Y701ycHh8MMk98ykHAAAAAIDtYsOAuao+luQ/J3l9VR2rqpuTfCDJ26vqkSRvH9YBAAAAANhF9m60QXfftM5T1865FgAAAAAAtpGF3+QPAAAAAICdScAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFEEzAAAAAAAjCJgBgAAAABglC0FzFV1XVV9uaoerapb5lUUAAAAAADTNzpgrqo9SX4jyfVJrkxyU1VdOa/CAAAAAACYtq2MYL46yaPd/Vh3fyfJ7UkOzKcsAAAAAACmbisB86VJvnbS+rGh7XtU1aGqWqmqlRfy/BYOBwAAAADAlOzdwr61Rlu/oqH7cJLDSVJVX/8PfedXk/xgkj/fwrGB5dBXYXvQV2F70Fdhe9BXYfr0U1iOvznLRlsJmI8lufyk9cuSPHm6WG0SAAAAIABJREFUHbr7tUlSVSvdvX8LxwaWQF+F7UFfhe1BX4XtQV+F6dNPYVq2MkXGZ5Psq6orqursJDcmuXc+ZQEAAAAAMHWjRzB394tV9Z4kv5dkT5LbuvuhuVUGAAAAAMCkbWWKjHT3J5J8YsSuh7dyXGBp9FXYHvRV2B70Vdge9FWYPv0UJqS6X3FfPgAAAAAA2NBW5mAGAAAAAGAXEzADAAAAADDK0gPmqrquqr5cVY9W1S3LPj6wvqp6vKq+WFUPVNXK0HZhVd1XVY8MywvOdJ2w21TVbVV1oqoePKltzb5Zq/7VcJ7946p685mrHHaPdfrpr1bVnw3n1Qeq6h0nPffLQz/9clX99JmpGnafqrq8qj5VVQ9X1UNV9fNDu/MqTMhp+qpzK0zQUgPmqtqT5DeSXJ/kyiQ3VdWVy6wB2NBPdPdV3b1/WL8lydHu3pfk6LAOLNdHklx3Stt6ffP6JPuGn0NJPrykGmG3+0he2U+T5EPDefWq4QbZGb7/3pjk7wz7/OvhezKweC8meV93vyHJNUnePfRJ51WYlvX6auLcCpOz7BHMVyd5tLsf6+7vJLk9yYEl1wBszoEkR4bHR5LccAZrgV2puz+T5BunNK/XNw8k+e1e9YdJzq+qS5ZTKexe6/TT9RxIcnt3P9/df5rk0ax+TwYWrLuPd/fnh8ffSvJwkkvjvAqTcpq+uh7nVjiDlh0wX5rkayetH8vpPyCA5eokv19Vn6uqQ0Pbxd19PFk9ySe56IxVB5xsvb7pXAvT8p7hsvrbTppmSj+FCaiq1yV5U5L747wKk3VKX02cW2Fylh0w1xptveQagPW9pbvfnNVLAd9dVT9+pgsCNs25Fqbjw0l+NMlVSY4n+ZdDu34KZ1hVnZfkd5O8t7u/ebpN12jTX2FJ1uirzq0wQcsOmI8lufyk9cuSPLnkGoB1dPeTw/JEkruzeknRUy9fBjgsT5y5CoGTrNc3nWthIrr7qe5+qbu/m+Tf5q8v1dVP4QyqqrOyGlh9tLvvGpqdV2Fi1uqrzq0wTcsOmD+bZF9VXVFVZ2d1AvZ7l1wDsIaqOreqvv/lx0l+KsmDWe2jB4fNDia558xUCJxivb55b5J/PNz1/pokf/nyJb/Acp0yT+s/yOp5NVntpzdW1TlVdUVWbx72R8uuD3ajqqoktyZ5uLt/7aSnnFdhQtbrq86tME17l3mw7n6xqt6T5PeS7ElyW3c/tMwagHVdnOTu1fN49ib5ne7+ZFV9NskdVXVzkieSvOsM1gi7UlV9LMlbk/xgVR1L8v4kH8jaffMTSd6R1RubfDvJzy29YNiF1umnb62qq7J6ie7jSf5JknT3Q1V1R5IvJXkxybu7+6UzUTfsQm9J8rNJvlhVDwxtvxLnVZia9frqTc6tMD3VbUoaAAAAAAA2b9lTZAAAAAAAsEMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFEEzAAAAAAAjCJgBgAAAABgFAEzAAAAAACjCJgBAAAAABhFwAwAAAAAwCgCZgAAAAAARhEwAwAAAAAwioAZAAAAAIBRBMwAAAAAAIwiYAYAAAAAYBQBMwAAAAAAowiYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKPsXebB9px3bu+98MJlHhIAAAAAgE36zteO/Xl3v3aj7ZYaMO+98ML80Pveu8xDAgAAAACwSY+/959/dZbtTJEBAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFEEzAAAAAAAjDJTwFxVv1BVD1XVg1X1sap6VVVdUVX3V9UjVfXxqjp70cUCAAAAADAdGwbMVXVpkn+WZH93/90ke5LcmOSDST7U3fuSPJ3k5kUWCgAAAADAtMw6RcbeJN9XVXuTvDrJ8SRvS3Ln8PyRJDfMvzwAAAAAAKZqw4C5u/8syb9I8kRWg+W/TPK5JM9094vDZseSXLrW/lV1qKpWqmrlpWefm0/VAAAAAACccbNMkXFBkgNJrkjyQ0nOTXL9Gpv2Wvt39+Hu3t/d+/ecd+5WagUAAAAAYEJmmSLjJ5P8aXd/vbtfSHJXkr+f5PxhyowkuSzJkwuqEQAAAACACZolYH4iyTVV9eqqqiTXJvlSkk8leeewzcEk9yymRAAAAAAApmiWOZjvz+rN/D6f5IvDPoeT/FKSX6yqR5O8JsmtC6wTAAAAAICJ2bvxJkl3vz/J+09pfizJ1XOvCAAAAACAbWGWKTIAAAAAAOAVBMwAAAAAAIwiYAYAAAAAYBQBMwAAAAAAowiYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKBsGzFX1+qp64KSfb1bVe6vqwqq6r6oeGZYXLKNgAAAAAACmYcOAubu/3N1XdfdVSf5ekm8nuTvJLUmOdve+JEeHdQAAAAAAdonNTpFxbZKvdPdXkxxIcmRoP5LkhnkWBgAAAADAtG02YL4xyceGxxd39/EkGZYXrbVDVR2qqpWqWnnp2efGVwoAAAAAwKTMHDBX1dlJfibJv9vMAbr7cHfv7+79e847d7P1AQAAAAAwUZsZwXx9ks9391PD+lNVdUmSDMsT8y4OAAAAAIDp2kzAfFP+enqMJLk3ycHh8cEk98yrKAAAAAAApm+mgLmqXp3k7UnuOqn5A0neXlWPDM99YP7lAQAAAAAwVXtn2ai7v53kNae0/UWSaxdRFAAAAAAA07eZKTIAAAAAAOCvCJgBAAAAABhFwAwAAAAAwCgCZgAAAAAARhEwAwAAAAAwioAZAAAAAIBRBMwAAAAAAIwiYAYAAAAAYBQBMwAAAAAAowiYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMMlPAXFXnV9WdVfUnVfVwVf1YVV1YVfdV1SPD8oJFFwsAAAAAwHTMOoL515N8srv/dpI3Jnk4yS1Jjnb3viRHh3UAAAAAAHaJDQPmqvqBJD+e5NYk6e7vdPczSQ4kOTJsdiTJDYsqEgAAAACA6ZllBPOPJPl6kt+qqi9U1W9W1blJLu7u40kyLC9aa+eqOlRVK1W18tKzz82tcAAAAAAAzqxZAua9Sd6c5MPd/aYkz2UT02F09+Hu3t/d+/ecd+7IMgEAAAAAmJpZAuZjSY519/3D+p1ZDZyfqqpLkmRYnlhMiQAAAAAATNGGAXN3/5ckX6uq1w9N1yb5UpJ7kxwc2g4muWchFQIAAAAAMEl7Z9zuf07y0ao6O8ljSX4uq+H0HVV1c5InkrxrMSUCAAAAADBFMwXM3f1Akv1rPHXtfMsBAAAAAGC7mGUOZgAAAAAAeAUBMwAAAAAAowiYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFH2zrJRVT2e5FtJXkryYnfvr6oLk3w8yeuSPJ7kH3b304spEwAAAACAqdnMCOaf6O6runv/sH5LkqPdvS/J0WEdAAAAAIBdYitTZBxIcmR4fCTJDVsvBwAAAACA7WLWgLmT/H5Vfa6qDg1tF3f38SQZlhettWNVHaqqlapaeenZ57ZeMQAAAAAAkzDTHMxJ3tLdT1bVRUnuq6o/mfUA3X04yeEkOeeHL+8RNQIAAAAAMEEzjWDu7ieH5Ykkdye5OslTVXVJkgzLE4sqEgAAAACA6dkwYK6qc6vq+19+nOSnkjyY5N4kB4fNDia5Z1FFAgAAAAAwPbNMkXFxkrur6uXtf6e7P1lVn01yR1XdnOSJJO9aXJkAAAAAAEzNhgFzdz+W5I1rtP9FkmsXURQAAAAAANM30xzMAAAAAABwKgEzAAAAAACjCJgBAAAAABhFwAwAAAAAwCgCZgAAAAAARhEwAwAAAAAwioAZAAAAAIBRBMwAAAAAAIwiYAYAAAAAYBQBMwAAAAAAowiYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUWYOmKtqT1V9oar+/bB+RVXdX1WPVNXHq+rsxZUJAAAAAMDUbGYE888nefik9Q8m+VB370vydJKb51kYAAAAAADTNlPAXFWXJfnvkvzmsF5J3pbkzmGTI0luWESBAAAAAABM06wjmP+vJP9Lku8O669J8kx3vzisH0ty6Vo7VtWhqlqpqpWXnn1uS8UCAAAAADAdGwbMVfXfJznR3Z87uXmNTXut/bv7cHfv7+79e847d2SZAAAAAABMzd4ZtnlLkp+pqnckeVWSH8jqiObzq2rvMIr5siRPLq5MAAAAAACmZsMRzN39y919WXe/LsmNSf7f7v4fknwqyTuHzQ4muWdhVQIAAAAAMDmzzsG8ll9K8otV9WhW52S+dT4lAQAAAACwHcwyRcZf6e5PJ/n08PixJFfPvyQAAAAAALaDrYxgBgAAAABgFxMwAwAAAAAwioAZAAAAAIBRBMwAAAAAAIyyqZv8AQDAdva3fuEPX9H26IeuOQOVAADAzmAEMwAAAAAAoxjBDADArmG0MgAAzJcRzAAAAAAAjCJgBgAAAABgFAEzAAAAAACjCJgBAAAAABhFwAwAAAAAwCgCZgAAAAAARhEwAwAAAAAwioAZAAAAAIBRNgyYq+pVVfVHVfX/VdVDVfW/De1XVNX9VfVIVX28qs5efLkAAAAAAEzFLCOYn0/ytu5+Y5KrklxXVdck+WCSD3X3viRPJ7l5cWUCAAAAADA1GwbMverZYfWs4aeTvC3JnUP7kSQ3LKRCAAAAAAAmaaY5mKtqT1U9kOREkvuSfCXJM9394rDJsSSXrrPvoapaqaqVl559bh41AwAAAAAwATMFzN39UndfleSyJFcnecNam62z7+Hu3t/d+/ecd+74SgEAAAAAmJSZAuaXdfczST6d5Jok51fV3uGpy5I8Od/SAAAAAACYsg0D5qp6bVWdPzz+viQ/meThJJ9K8s5hs4NJ7llUkQAAAAAATM/ejTfJJUmOVNWerAbSd3T3v6+qLyW5var+jyRfSHLrAusEAAAAAGBiNgyYu/uPk7xpjfbHsjofMwAAO8RX/tG/eUXbj378n56BSgAAgO1gU3MwAwAAAADAywTMAAAAAACMMssczAAA7BKmwwAAADbDCGYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFE2DJir6vKq+lRVPVxVD1XVzw/tF1bVfVX1yLC8YPHlAgAAAAAwFbOMYH4xyfu6+w1Jrkny7qq6MsktSY52974kR4d1AAAAAAB2ib0bbdDdx5McHx5/q6oeTnJpkgNJ3jpsdiTJp5P80kKqBACAJfrKP/o337P+ox//p2eoEgAAmLZNzcFcVa9L8qYk9ye5eAifXw6hL1pnn0NVtVJVKy89+9zWqgUAAAAAYDI2HMH8sqo6L8nvJnlvd3+zqmbar7sPJzmcJOf88OU9pkgAAFgmI5YBAGA2M41grqqzshouf7S77xqan6qqS4bnL0lyYjElAgAAAAAwRRsGzLU6VPnWJA9396+d9NS9SQ4Ojw8muWf+5QEAAAAAMFWzTJHxliQ/m+SLVfXA0PYrST6Q5I6qujnJE0netZgSAQBgezj15oCJ6TYAANjZNgyYu/sPkqw34fK18y0HAAAAAIDtYuab/AEAAKdntDIAALvNTDf5AwAAAACAUwmYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFE2DJir6raqOlFVD57UdmFV3VdVjwzLCxZbJgAAAAAAUzPLCOaPJLnulLZbkhzt7n1Jjg7rAAAAAADsIhsGzN39mSTfOKX5QJIjw+MjSW6Yc10AAAAAAEzc2DmYL+7u40kyLC9ab8OqOlRVK1W18tKzz408HAAAAAAAU7Pwm/x19+Hu3t/d+/ecd+6iDwcAAAAAwJKMDZifqqpLkmRYnphfSQAAAAAAbAdjA+Z7kxwcHh9Mcs98ygEAAAAAYLvYMGCuqo8l+c9JXl9Vx6rq5iQfSPL2qnokyduHdQAAAAAAdpG9G23Q3Tet89S1c64FAAAAAIBtZOE3+QMAAAAAYGcSMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFEEzAAAAAAAjCJgBgAAAABgFAEzAAAAAACjCJgBAAAAABhlSwFzVV1XVV+uqker6pZ5FQUAAAAAwPSNDpirak+S30hyfZIrk9xUVVfOqzAAAAAAAKZtKyOYr07yaHc/1t3fSXJ7kgPzKQsAAAAAgKnbSsB8aZKvnbR+bGj7HlV1qKpWqmrlpWef28LhAAAAAACYkr1b2LfWaOtXNHQfTnI4Sarq64+/959/NckPJvnzLRwbWA59FbYHfRW2B30Vtgd9FaZPP4Xl+JuzbLSVgPlYkstPWr8syZOn26G7X5skVbXS3fu3cGxgCfRV2B70Vdge9FXYHvRVmD79FKZlK1NkfDbJvqq6oqrOTnJjknvnUxYAAAAAAFM3egRzd79YVe9J8ntJ9iS5rbsfmltlAAAAAABM2lamyEh3fyLJJ0bsengrxwWWRl+F7UFfhe1BX4XtQV+F6dNPYUKq+xX35QMAAAAAgA1tZQ5mAAAAAAB2MQEzAAAAAACjLD1grqrrqurLVfVoVd2y7OMD66uqx6vqi1X1QFWtDG0XVtV9VfXIsLzgTNcJu01V3VZVJ6rqwZPa1uybtepfDefZP66qN5+5ymH3WKef/mpV/dlwXn2gqt5x0nO/PPTTL1fVT5+ZqmH3qarLq+pTVfVwVT1UVT8/tDuvwoScpq86t8IELTVgrqo9SX4jyfVJrkxyU1VducwagA39RHdf1d37h/Vbkhzt7n1Jjg7rwHJ9JMl1p7St1zevT7Jv+DmU5MNLqhF2u4/klf00ST40nFevGm6QneH7741J/s6wz78evicDi/dikvd19xuSXJPk3UOfdF6FaVmvrybOrTA5yx7BfHWSR7v7se7+TpLbkxxYcg3A5hxIcmR4fCTJDWewFtiVuvszSb5xSvN6ffNAkt/uVX+Y5PyqumQ5lcLutU4/Xc+BJLd39/Pd/adJHs3q92Rgwbr7eHd/fnj8rSQPJ7k0zqswKafpq+txboUzaNkB86VJvnbS+rGc/gMCWK5O8vtV9bmqOjS0Xdzdx5PVk3ySi85YdcDJ1uubzrUwLe8ZLqu/7aRppvRTmICqel2SNyW5P86rMFmn9NXEuRUmZ9kBc63R1kuuAVjfW7r7zVm9FPDdVfXjZ7ogYNOca2E6PpzkR5NcleR4kn85tOuncIZV1XlJfjfJe7v7m6fbdI02/RWWZI2+6twKE7TsgPlYkstPWr8syZNLrgFYR3c/OSxPJLk7q5cUPfXyZYDD8sSZqxA4yXp907kWJqK7n+rul7r7u0n+bf76Ul39FM6gqjorq4HVR7v7rqHZeRUmZq2+6twK07TsgPmzSfZV1RVVdXZWJ2C/d8k1AGuoqnOr6vtffpzkp5I8mNU+enDY7GCSe85MhcAp1uub9yb5x8Nd769J8pcvX/ILLNcp87T+g6yeV5PVfnpjVZ1TVVdk9eZhf7Ts+mA3qqpKcmuSh7v71056ynkVJmS9vurcCtO0d5kH6+4Xq+o9SX4vyZ4kt3X3Q8usAVjXxUnuXj2PZ2+S3+nuT1bVZ5PcUVU3J3kiybvOYI2wK1XVx5K8NckPVtWxJO9P8oGs3Tc/keQdWb2xybeT/NzSC4ZdaJ1++taquiqrl+g+nuSfJEl3P1RVdyT5UpIXk7y7u186E3XDLvSWJD+b5ItV9cDQ9itxXoWpWa+v3uTcCtNT3aakAQAAAABg85Y9RQYAAAAAADuEgBkAAAAAgFEEzAAAAAAAjCJgBgAAAABgFAEzAAAAAACjCJgBAAAAABhFwAwAAAAAwCgCZgAAAAAARhEwAwAAAAAwioAZAAAAAIBRBMwAAAAAAIwiYAYAAAAAYBQBMwAAAAAAowiYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADDK3mUe7Ow6p1+Vc5d5SAAAAAAANulbefrPu/u1G2231ID5VTk3/01du8xDAgAAAACwSf+h7/zqLNuZIgMAAAAAgFEEzAAAAAAAjCJgBgAAAABgFAEzAAAAAACjCJgBAAAAABhFwAwAAAAAwCgCZgAAAAAARhEwAwAAAAAwioAZAAAAAIBRBMwAAAAAAIwiYAYAAAAAYBQBMwAAAAAAowiYAQAAAAAYZaaAuap+oaoeqqoHq+pjVfWqqrqiqu6vqkeq6uNVdfaiiwUAAAAAYDo2DJir6tIk/yzJ/u7+u0n2JLkxyQeTfKi79yV5OsnNiywUAAAAAIBpmXWKjL1Jvq+q9iZ5dZLjSd6W5M7h+SNJbph/eQAAAAAATNWGAXN3/1mSf5HkiawGy3+Z5HNJnunuF4fNjiW5dK39q+pQVa1U1coLeX4+VQMAAAAAcMbNMkXGBUkOJLkiyQ8lOTfJ9Wts2mvt392Hu3t/d+8/K+dspVYAAAAAACZklikyfjLJn3b317v7hSR3Jfn7Sc4fpsxIksuSPLmgGgEAAAAAmKBZAuYnklxTVa+uqkpybZIvJflUkncO2xxMcs9iSgQAAAAAYIpmmYP5/qzezO/zSb447HM4yS8l+cWqejTJa5LcusA6AQAAAACYmL0bb5J09/uTvP+U5seSXD33igAAAAAA2BZmmSIDAAAAAABeQcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFEEzAAAAAAAjCJgBgAAAABglA0D5qp6fVU9cNLPN6vqvVV1YVXdV1WPDMsLllEwAAAAAADTsGHA3N1f7u6ruvuqJH8vybeT3J3kliRHu3tfkqPDOgAAAAAAu8Rmp8i4NslXuvurSQ4kOTK0H0lywzwLAwAAAABg2jYbMN+Y5GPD44u7+3iSDMuL1tqhqg5V1UpVrbyQ58dXCgAAAADApMwcMFfV2Ul+Jsm/28wBuvtwd+/v7v1n5ZzN1gcAAAAAwERtZgTz9Uk+391PDetPVdUlSTIsT8y7OAAAAAAApmszAfNN+evpMZLk3iQHh8cHk9wzr6IAAAAAAJi+mQLmqnp1krcnueuk5g8keXtVPTI894H5lwcAAAAAwFTtnWWj7v52ktec0vYXSa5dRFEAAAAAAEzfZqbIAAAAAACAvyJgBgAAAABgFAEzAAAAAACjCJgBAAAAABhFwAwAAAAAwCgCZgAAAAAARhEwAwAAAAAwioAZAAAAAIBRBMwAAAAAAIwiYAYAAAAAYBQBMwAAAAAAowiYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMMpMAXNVnV9Vd1bVn1TVw1X1Y1V1YVXdV1WPDMsLFl0sAAAAAADTMesI5l9P8snu/ttJ3pjk4SS3JDna3fuSHB3WAQAAAADYJTYMmKvqB5L8eJJbk6S7v9PdzyQ5kOTIsNmRJDcsqkgAAAAAAKZnlhHMP5Lk60l+q6q+UFW/WVXnJrm4u48nybC8aK2dq+pQVa1U1coLeX5uhQMAAAAAcGbNEjDvTfLmJB/u7jcleS6bmA6juw939/7u3n9WzhlZJgAAAAAAUzNLwHwsybHuvn9YvzOrgfNTVXVJkgzLE4spEQAAAACAKdowYO7u/5Lka1X1+qHp2iRfSnJvkoND28Ek9yykQgAAAPj/2bvjmMvO+j7w359mMAQ7kZkEO47tFKcZsbjtYtiR4yyriOAQDJutXQkio5aOImunWkELhKhx8sfCrrZakLZxW22KNC0uE4lgvA6WrS6COFO8NFJxGMAbbBxkxzFm4lkPCSbBjgSM+e0f73EyjN933jvnvfe+533v5yON7j3nnvOe35z3Pvfc+c5zngcAmKS9M273T5N8pKrOS/Jokl/KWjh9e1XdlOTxJG9ZTIkAAAAAAEzRTAFzd9+f5MA6L10733IAAAAAANgpZhmDGQAAAAAAnkfADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFEEzAAAAAAAjCJgBgAAAABglL3bXQAAAADARj71xP3ft/yGH7tqmyoBYD16MAMAAAAAMIoezAAAAMDMzuxRvJ559jLWYxlg2vRgBgAAAABgFAEzAAAAAACjGCIDAAAAmJkhKwA4nR7MAAAAAACMMlMP5qp6LMm3kjyb5FR3H6iqfUk+luRlSR5L8ovd/dRiygQAAAAAYGrOpQfzz3b3Vd19YFixlcuuAAAgAElEQVS+OcnR7t6f5OiwDAAAAADAitjKGMzXJ3nt8PxIknuT/OoW6wEAmLRPPXH/9y0bhxIAAKb5PfnMmpJp1LXbzNqDuZP8blV9vqoODesu7u4TSTI8XrSIAgEAAAAAmKZZezC/prufqKqLktxTVX806wGGQPpQkrwoLx5RIgAAAAAAU1TdfW47VL0vydNJ/sckr+3uE1V1SZJ7u/vlZ9v3h2pf/1RdO7ZWFmi9WwbW4zYCAADYfm75BQAW7ff6js+fNh/fhjYdIqOqzq+qH3zueZKfT/JAkruTHBw2O5jkrvHlAgAAAACw08wyRMbFSe6sque2/+3u/mRVfS7J7VV1U5LHk7xlcWWyaHo7AADAzuH7OwAwFZsGzN39aJJXrrP+z5MY7wIAAAAAYEVtOkQGAAAAAACsR8AMAAAAAMAoAmYAAAAAAEaZZZI/AICV9Kkn7t90GxNtAQAAq0wPZgAAAAAARtGDGWBG6/VkXHbPxVl6U85qltqn8Heep7Hnb9a/85k/fyefK9b4HQIAAJydHswAAAAAAIwiYAYAAAAAYJTq7qUd7IdqX/9UXbu04wFsh7HDJKzi8Apjh+DYbUN3AACwPXyvBNjY7/Udn+/uA5ttpwczAAAAAACj6MEM7Fjz7P26Hj0XAAAAgFWlBzMAAAAAAAu1d7sLAJZn1p6761lkb95Z6lrv+GNr0jMZdjdjKQLA7rKKc5XAc3y3ZSfQgxkAAAAAgFEEzAAAAAAAjDLzJH9VtSfJsSR/2t2/UFVXJLktyb4kX0jytu7+ztl+hkn+AFglq3A721aG3jndeudlFc7fTuV3A+NoOwDATrKISf7emeSh05Y/kOSW7t6f5KkkN51biQAAAAAA7GQz9WCuqsuSHEnyL5L8cpL/IcnXk/xod5+qqp9O8r7ufsPZfo4ezLB6xk7gx+w9Q52/Nd5rrDKfF4un5ykwb7NMXDevO4W2wmcdMAX+vbc95t2D+V8l+edJvjcs/3CSb3b3qWH5eJJL19uxqg5V1bGqOvbdfHvGwwEAAAAAMHWbBsxV9QtJTnb3509fvc6m63aF7u7D3X2guw+8IC8cWSYAAAAAAFOz6RAZVfW/J3lbklNJXpTkh5LcmeQNMUQGTMY8b59bxdtK3G4zu7HvNecPpmeqwz7MUteibxufwnkAAIDtNLchMrr717r7su5+WZIbk/yn7v6HST6d5M3DZgeT3LWFegEAAAAA2GFmmuTvrzeuem2SX+nuX6iqn0hyW5J9Sb6Y5B9191kHWZ5qD+Z59YAZOynDTuohM4VJJs60287fTvr7AIux6F6lPou2xrWQc6XNTcOsn6276fc1dgLQVbwzbuy1d6p3gjB/Yz8b5rXfrD/b+281TPVaNcW6TIa9NbP2YN57Lj+0u+9Ncu/w/NEkV48pDgAAAACAne+cejBv1bJ7MO/k/6VYdO1T/F+lsRY9HuxuOldTsIrj93qPnptVfI+ws6/ZsJu5049FmMKdIN5b0+B7HzzfLL3XWbxl31W6lX//L/I9MrcxmAEAAAAAYD0CZgAAAAAARtnVQ2QA4+zkySLcbju7Zd+SONX3lVvQYD6m2sZ3imVPqub3BdMz1Xbp+zXA6jJEBgAAAAAAC6UHM+xiembCfOyUCejmWedO+TvDZlwLAThXO7nX9lR7wsOq2G1tUA9mAAAAAAAWSg9mAGBudtvY3lPtgaBXLgAAsGh6MAMAAAAAsFACZgAAAAAARlm5ITKmeqvrFDlXs1vFczXr33let3Gv4jlez9jhB9Yzy+9r1v2myLmCncHnO2cz9v2xqu+rKQ6fM9XfxRTP1aIt+++8yN/9TnlfJdOo60xTrXPZn/mz7LeVia9X8XOG3ccQGQAAAAAALNTK9WAGYP5228Rui7TontW7yTx7iS+yx/lWerYwDcu+I2Gqn2FTrWuKnCvOxvtjZ/H7AtiYHswAAAAAACyUgBkAAAAAgFE2HSKjql6U5DNJXphkb5I7uvu9VXVFktuS7EvyhSRv6+7vnO1nGSIDmAK3wbFKvN9Xl4koAQCArZjnEBnfTvK67n5lkquSXFdV1yT5QJJbunt/kqeS3LSVggEAAAAA2FnOaZK/qnpxkt9P8j8l+b+T/Gh3n6qqn07yvu5+w9n2X2QP5nlOsLPbJutZ5ORbztWaKUwyNa/jL7oGANgtdvv3BtgJtJPVcObveRV/p9vxb7lFnvep3mU3xffarOdq7OfhPCchH+vMusa+P6bwd9lt9lzyyPwm+auqPVV1f5KTSe5J8sdJvtndp4ZNjie5dIN9D1XVsao69t18e7bqAQAAAACYvHPtwXxhkjuT/M9J/kN3/+Sw/vIkn+juv3e2/Xf7GMzz/J+Sef5v1FTN63ytwrkCdqap9sw406KvX+w+O+W9vap8D5qdO/1m533F6ebVU9J7Zjmcd2CseY7B/Ne6+5tJ7k1yTZILq2rv8NJlSZ441yIBAAAAANi5Ng2Yq+qlQ8/lVNUPJPm5JA8l+XSSNw+bHUxy16KKBAAAAABgejYdIqOq/uskR5LsyVogfXt3/69V9RNJbkuyL8kXk/yj7j7rIMu7fYgMWHWreMv0Iv/Oq3g+t8Ktu2yVNsfZeH8A8zbLsAXznLTLZxYwVYv8PGRrZh0iY+9mG3T3HyZ51TrrH01y9bjyAAAAAADY6c5pkr+t0oMZ5mO3TRozBXp5zM65gt3D9QQAANjIQib5AwAAAACA5wiYAQAAAAAYxRAZmf320M24fRSAnWCWSTSYnWEm2Iw2B7uXocNW16y/e9cAVtkUvidrq1tjiAwAAAAAABZqV/dg9r/Js3OuZudcca7mdZdEshrvNXeVAMDmfCcFABZND2YAAAAAABZqV/dgBmBjY3sK6x0FrEdvSoDdyec7wOrSgxkAAAAAgIUSMAMAAAAAMIohMgBgh1rkhIiz/my3yAIAu80s34N8B1rjXMH3223/jjJEBgAAAAAAC6UHMwDADqO3EAAAsGh6MAMAAAAAsFACZgAAAAAARtm72QZVdXmS30ryo0m+l+Rwd//rqtqX5GNJXpbksSS/2N1PLa7U+Rg7IdIq3mbqXM1utw3iPot5TS42b7vpHANsZNmfdWd+5vus5XTrfSeY13tknt83VuF9O8W2usj3x1ZM8Vwt2jyHV1rkRMOLPv4q/K4347N1zbL/TbuTzxVsZpYezKeSvKe7X5HkmiRvr6ork9yc5Gh3709ydFgGAAAAAGBFnPMkf1V1V5L/c/jz2u4+UVWXJLm3u19+tn1N8sc8rGJvAwC2xl05nKtFft+Yao9OYD5W8e5GAHanhUzyV1UvS/KqJPclubi7TyTJ8HjRBvscqqpjVXXsu/n2uRwOAAAAAIAJm7kHc1VdkOT/SfIvuvvjVfXN7r7wtNef6u6XnO1n6MEMALDG+JEAAMCUzbUHc1W9IMnvJPlId398WP3kMDRGhseTY4sFAAAAAGDn2TRgrqpK8qEkD3X3b5z20t1JDg7PDya5a/7lAQAAAAAwVZsOkVFV/12S/5zkS0m+N6z+9ayNw3x7kh9P8niSt3T3N872swyRAQDAbmEir60x2SHA7Hxmskqm+n5fZF1bGT5vkfZc8shMQ2Ts3WyD7v79JLXBy9JiAAAAAIAVNfMkf/Ow23sw68VybmY5X/M8V2cez+8BAADG8/0aAHa3uU7yBwAAAAAAZ9KDGQAAAACA76MHMwAAAAAACyVgBgAAAABgFAEzAAAAAACjCJgBAAAAABhFwAwAAAAAwCgCZgAAAAAARhEwAwAAAAAwioAZAAAAAIBRBMwAAAAAAIwiYAYAAAAAYBQBMwAAAAAAowiYAQAAAAAYZdOAuapuraqTVfXAaev2VdU9VfXw8PiSxZYJAAAAAMDUzNKD+cNJrjtj3c1Jjnb3/iRHh2UAAAAAAFbIpgFzd38myTfOWH19kiPD8yNJbphzXQAAAAAATNzYMZgv7u4TSTI8XrTRhlV1qKqOVdWx7+bbIw8HAAAAAMDULHySv+4+3N0HuvvAC/LCRR8OAAAAAIAlGRswP1lVlyTJ8HhyfiUBAAAAALATjA2Y705ycHh+MMld8ykHAAAAAICdYtOAuao+muS/JHl5VR2vqpuSvD/J66vq4SSvH5YBAAAAAFghezfboLvfusFL1865FgAAAAAAdpCFT/IHAAAAAMDuJGAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFEEzAAAAAAAjCJgBgAAAABgFAEzAAAAAACjCJgBAAAAABhFwAwAAAAAwCgCZgAAAAAARhEwAwAAAAAwypYC5qq6rqq+UlWPVNXN8yoKAAAAAIDpGx0wV9WeJL+Z5I1Jrkzy1qq6cl6FAQAAAAAwbVvpwXx1kke6+9Hu/k6S25JcP5+yAAAAAACYuq0EzJcm+dppy8eHdd+nqg5V1bGqOvbdfHsLhwMAAAAAYEr2bmHfWmddP29F9+Ekh5Okqr7+e33HV5P8SJI/28KxgeXQVmFn0FZhZ9BWYWfQVmH6tFNYjr81y0ZbCZiPJ7n8tOXLkjxxth26+6VJUlXHuvvAFo4NLIG2CjuDtgo7g7YKO4O2CtOnncK0bGWIjM8l2V9VV1TVeUluTHL3fMoCAAAAAGDqRvdg7u5TVfWOJJ9KsifJrd394NwqAwAAAABg0rYyREa6+xNJPjFi18NbOS6wNNoq7AzaKuwM2irsDNoqTJ92ChNS3c+blw8AAAAAADa1lTGYAQAAAABYYQJmAAAAAABGWXrAXFXXVdVXquqRqrp52ccHNlZVj1XVl6rq/qo6NqzbV1X3VNXDw+NLtrtOWDVVdWtVnayqB05bt27brDX/ZrjO/mFVvXr7KofVsUE7fV9V/elwXb2/qt502mu/NrTTr1TVG7analg9VXV5VX26qh6qqger6p3DetdVmJCztFXXVpigpQbMVbUnyW8meWOSK5O8taquXGYNwKZ+truv6u4Dw/LNSY529/4kR4dlYLk+nOS6M9Zt1DbfmGT/8OdQkg8uqUZYdR/O89tpktwyXFevGibIzvD998Ykf2fY598O35OBxTuV5D3d/Yok1yR5+9AmXVdhWjZqq4lrK0zOsnswX53kke5+tLu/k+S2JNcvuQbg3Fyf5Mjw/EiSG7axFlhJ3f2ZJN84Y/VGbfP6JL/Vaz6b5MKqumQ5lcLq2qCdbuT6JLd197e7+0+SPJK178nAgnX3ie7+wvD8W0keSnJpXFdhUs7SVjfi2grbaNkB86VJvnba8vGc/QMCWK5O8rtV9fmqOjSsu7i7TyRrF/kkF21bdcDpNmqbrrUwLe8Ybqu/9bRhprRTmICqelmSVyW5L66rMFlntNXEtRUmZ9kBc62zrpdcA7Cx13T3q7N2K+Dbq+pntrsg4Jy51sJ0fDDJ305yVZITSf7lsF47hW1WVRck+Z0k7+ruvzzbpuus015hSdZpq66tMEHLDpiPJ7n8tOXLkjyx5BqADXT3E8PjySR3Zu2Woiefuw1weDy5fRUCp9mobbrWwkR095Pd/Wx3fy/Jv8vf3KqrncI2qqoXZC2w+kh3f3xY7boKE7NeW3VthWladsD8uST7q+qKqjovawOw373kGoB1VNX5VfWDzz1P8vNJHshaGz04bHYwyV3bUyFwho3a5t1J/vEw6/01Sf7iuVt+geU6Y5zWf5C162qy1k5vrKoXVtUVWZs87A+WXR+soqqqJB9K8lB3/8ZpL7muwoRs1FZdW2Ga9i7zYN19qqrekeRTSfYkubW7H1xmDcCGLk5y59p1PHuT/HZ3f7KqPpfk9qq6KcnjSd6yjTXCSqqqjyZ5bZIfqarjSd6b5P1Zv21+IsmbsjaxyV8l+aWlFwwraIN2+tqquiprt+g+luSfJEl3P1hVtyf5cpJTSd7e3c9uR92wgl6T5G1JvlRV9w/rfj2uqzA1G7XVt7q2wvRUtyFpAAAAAAA4d8seIgMAAAAAgF1CwAwAAAAAwCgCZgAAAAAARhEwAwAAAAAwioAZAAAAAIBRBMwAAAAAAIwiYAYAAAAAYBQBMwAAAAAAowiYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFEEzAAAAAAAjCJgBgAAAABgFAEzAAAAAACjCJgBAAAAABhl7zIPtueC83vvvn3LPCQAAAAAAOfoO187/mfd/dLNtltqwLx337782HvetcxDAgAAAABwjh571698dZbtDJEBAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFEEzAAAAAAAjDJTwFxV766qB6vqgar6aFW9qKquqKr7qurhqvpYVZ236GIBAAAAAJiOTQPmqro0yT9LcqC7/26SPUluTPKBJLd09/4kTyW5aZGFAgAAAAAwLbMOkbE3yQ9U1d4kL05yIsnrktwxvH4kyQ3zLw8AAAAAgKnaNGDu7j9N8n8keTxrwfJfJPl8km9296lhs+NJLl1v/6o6VFXHqurYs08/M5+qAQAAAADYdrMMkfGSJNcnuSLJjyU5P8kb19m019u/uw9394HuPrDngvO3UisAAAAAABMyyxAZP5fkT7r769393SQfT/LfJrlwGDIjSS5L8sSCagQAAAAAYIJmCZgfT3JNVb24qirJtUm+nOTTSd48bHMwyV2LKREAAAAAgCmaZQzm+7I2md8Xknxp2Odwkl9N8stV9UiSH07yoQXWCQAAAADAxOzdfJOku9+b5L1nrH40ydVzrwgAAAAAgB1hliEyAAAAAADgeQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFEEzAAAAAAAjCJgBgAAAABgFAEzAAAAAACjCJgBAAAAABhFwAwAAAAAwCibBsxV9fKquv+0P39ZVe+qqn1VdU9VPTw8vmQZBQMAAAAAMA2bBszd/ZXuvqq7r0ry3yT5qyR3Jrk5ydHu3p/k6LAMAAAAAMCKONchMq5N8sfd/dUk1yc5Mqw/kuSGeRYGAAAAAMC0nWvAfGOSjw7PL+7uE0kyPF603g5VdaiqjlXVsWeffmZ8pQAAAAAATMrMAXNVnZfk7yf5v87lAN19uLsPdPeBPRecf671AQAAAAAwUefSg/mNSb7Q3U8Oy09W1SVJMjyenHdxAAAAAABM17kEzG/N3wyPkSR3Jzk4PD+Y5K55FQUAAAAAwPTNFDBX1YuTvD7Jx09b/f4kr6+qh4fX3j//8gAAAAAAmKq9s2zU3X+V5IfPWPfnSa5dRFEAAAAAAEzfuQyRAQAAAAAAf03ADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFEEzAAAAAAAjCJgBgAAAABgFAEzAAAAAACjCJgBAAAAABhFwAwAAAAAwCgCZgAAAAAARhEwAwAAAAAwioAZAAAAAIBRBMwAAAAAAIwiYAYAAAAAYJSZAuaqurCq7qiqP6qqh6rqp6tqX1XdU1UPD48vWXSxAAAAAABMx6w9mP91kk9293+V5JVJHkpyc5Kj3b0/ydFhGQAAAACAFbFpwFxVP5TkZ5J8KEm6+zvd/c0k1yc5Mmx2JMkNiyoSAAAAAIDpmaUH808k+XqS/1BVX6yqf19V5ye5uLtPJMnweNF6O1fVoao6VlXHnn36mbkVDgAAAADA9polYN6b5NVJPtjdr0ryTM5hOIzuPtzdB7r7wJ4Lzh9ZJgAAAAAAUzNLwHw8yfHuvm9YviNrgfOTVXVJkgyPJxdTIgAAAAAAU7RpwNzd/1+Sr1XVy4dV1yb5cpK7kxwc1h1MctdCKgQAAAAAYJL2zrjdP03ykao6L8mjSX4pa+H07VV1U5LHk7xlMSUCAAAAADBFMwXM3X1/kgPrvHTtfMsBAAAAAGCnmGUMZgAAAAAAeB4BMwAAAAAAowiYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFH2zrJRVT2W5FtJnk1yqrsPVNW+JB9L8rIkjyX5xe5+ajFlAgAAAAAwNefSg/lnu/uq7j4wLN+c5Gh3709ydFgGAAAAAGBFbGWIjOuTHBmeH0lyw9bLAQAAAABgp5g1YO4kv1tVn6+qQ8O6i7v7RJIMjxett2NVHaqqY1V17Nmnn9l6xQAAAAAATMJMYzAneU13P1FVFyW5p6r+aNYDdPfhJIeT5IU/fnmPqBEAAAAAgAmaqQdzdz8xPJ5McmeSq5M8WVWXJMnweHJRRQIAAAAAMD2bBsxVdX5V/eBzz5P8fJIHktyd5OCw2cEkdy2qSAAAAAAApmeWITIuTnJnVT23/W939yer6nNJbq+qm5I8nuQtiysTAAAAAICp2TRg7u5Hk7xynfV/nuTaRRQFAAAAAMD0zTQGMwAAAAAAnEnADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFEEzAAAAAAAjCJgBgAAAABgFAEzAAAAAACjCJgBAAAAABhFwAwAAAAAwCgCZgAAAAAARhEwAwAAAAAwioAZAAAAAIBRBMwAAAAAAIwiYAYAAAAAYJSZA+aq2lNVX6yq/zgsX1FV91XVw1X1sao6b3FlAgAAAAAwNefSg/mdSR46bfkDSW7p7v1Jnkpy0zwLAwAAAABg2mYKmKvqsiT/fZJ/PyxXktcluWPY5EiSGxZRIAAAAAAA0zRrD+Z/leSfJ/nesPzDSb7Z3aeG5eNJLl1vx6o6VFXHqurYs08/s6ViAQAAAACYjk0D5qr6hSQnu/vzp69eZ9Neb//uPtzdB7r7wJ4Lzh9ZJgAAAAAAU7N3hm1ek+TvV9WbkrwoyQ9lrUfzhVW1d+jFfFmSJxZXJgAAAAAAU7NpD+bu/rXuvqy7X5bkxiT/qbv/YZJPJ3nzsNnBJHctrEoAAAAAACZn1jGY1/OrSX65qh7J2pjMH5pPSQAAAAAA7ASzDJHx17r73iT3Ds8fTXL1/EsCAAAAAGAn2EoPZgAAAAAAVpiAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFEEzAAAAAAAjLJ3uwsAAICp+cl3f/b7lh+55ZptqgQAAKZND2YAAAAAAEYRMAMAAAAAMIohMgAA4AyGxAAAgNls2oO5ql5UVX9QVf9vVT1YVf/LsP6Kqrqvqh6uqo9V1XmLLxcAAAAAgKmYZYiMbyd5XXe/MslVSa6rqmuSfCDJLd29P8lTSW5aXJkAAAAAAEzNpgFzr3l6WHzB8KeTvC7JHcP6I0luWEiFAAAAAABM0kyT/FXVnqq6P8nJJPck+eMk3+zuU8Mmx5NcusG+h6rqWFUde/bpZ+ZRMwAAAAAAEzBTwNzdz3b3VUkuS3J1klest9kG+x7u7gPdfWDPBeePrxQAAAAAgEmZKWB+Tnd/M8m9Sa5JcmFV7R1euizJE/MtDQAAAACAKds0YK6ql1bVhcPzH0jyc0keSvLpJG8eNjuY5K5FFQkAAAAAwPTs3XyTXJLkSFXtyVogfXt3/8eq+nKS26rqf0vyxSQfWmCdAAAAAABMzKYBc3f/YZJXrbP+0ayNxwwAAAAAwAo6pzGYAQAAAADgOQJmAAAAAABGETADAAAAADCKgBkAAAAAgFEEzAAAAAAAjCJgBgAAAABglL3bXQAAADvfT777s89b98gt12xDJQAAwDLpwQwAAAAAwCgCZgAAAAAARjFEBgAAW2Y4DAAAWE16MAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGCUTQPmqrq8qj5dVQ9V1YNV9c5h/b6quqeqHh4eX7L4cgEAAAAAmIpZejCfSvKe7n5FkmuSvL2qrkxyc5Kj3b0/ydFhGQAAAACAFbF3sw26+0SSE8Pzb1XVQ0kuTXJ9ktcOmx1Jcm+SX11IlQAAsEQ/+e7Pft/yI7dcs02VAADAtJ3TGMxV9bIkr0pyX5KLh/D5uRD6og32OVRVx6rq2LNPP7O1agEAAAAAmIxNezA/p6ouSPI7Sd7V3X9ZVTPt192HkxxOkhf++OU9pkgAAFgmPZYBAGA2M/VgrqoXZC1c/kh3f3xY/WRVXTK8fkmSk4spEQAAAACAKdo0YK61rsofSvJQd//GaS/dneTg8PxgkrvmXx4AAAAAAFM1yxAZr0nytiRfqqr7h3W/nuT9SW6vqpuSPJ7kLYspEQAAdoYzJwdMDLcBAMDutmnA3N2/n2SjAZevnW85AAAAAADsFDNP8gcAAJyd3soAAKyamSb5AwAAAACAMwmYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFE2DZir6taqOllVD5y2bl9V3VNVDw+PL1lsmQAAAAAATM0sPZg/nOS6M9bdnORod+9PcnRYBgAAAABghWwaMHf3Z5J844zV1yc5Mjw/kuSGOdcFAAAAAMDEjR2D+eLuPpEkw+NFG21YVYeq6lhVHXv26WdGHg4AAAAAgBQeszYAACAASURBVKlZ+CR/3X24uw9094E9F5y/6MMBAAAAALAkYwPmJ6vqkiQZHk/OryQAAAAAAHaCsQHz3UkODs8PJrlrPuUAAAAAALBTbBowV9VHk/yXJC+vquNVdVOS9yd5fVU9nOT1wzIAAAAAACtk72YbdPdbN3jp2jnXAgAAAADADrLwSf4AAAAAANidBMwAAAAAAIwiYAYAAAAAYBQBMwAAAAAAowiYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABG2VLAXFXXVdVXquqRqrp5XkUBAAAAADB9owPmqtqT5DeTvDHJlUneWlVXzqswAAAAAACmbSs9mK9O8kh3P9rd30lyW5Lr51MWAAAAAABTt5WA+dIkXztt+fiw7vtU1aGqOlZVx559+pktHA4AAAAAgCnZu4V9a511/bwV3YeTHE6Sqvr6Y+/6la8m+ZEkf7aFYwPLoa3CzqCtws6grcLOoK3C9GmnsBx/a5aNthIwH09y+WnLlyV54mw7dPdLk6SqjnX3gS0cG1gCbRV2Bm0VdgZtFXYGbRWmTzuFadnKEBmfS7K/qq6oqvOS3Jjk7vmUBQAAAADA1I3uwdzdp6rqHUk+lWRPklu7+8G5VQYAAAAAwKRtZYiMdPcnknxixK6Ht3JcYGm0VdgZtFXYGbRV2Bm0VZg+7RQmpLqfNy8fAAAAAABsaitjMAMAAAAAsMIEzAAAAAAAjLL0gLmqrquqr1TVI1V187KPD2ysqh6rqi9V1f1VdWxYt6+q7qmqh4fHl2x3nbBqqurWqjpZVQ+ctm7dtllr/s1wnf3Dqnr19lUOq2ODdvq+qvrT4bp6f1W96bTXfm1op1+pqjdsT9Wweqrq8qr6dFU9VFUPVtU7h/WuqzAhZ2mrrq0wQUsNmKtqT5LfTPLGJFcmeWtVXbnMGoBN/Wx3X9XdB4blm5Mc7e79SY4Oy8ByfTjJdWes26htvjHJ/uHPoSQfXFKNsOo+nOe30yS5ZbiuXjVMkJ3h+++NSf7OsM+/Hb4nA4t3Ksl7uvsVSa5J8vahTbquwrRs1FYT11aYnGX3YL46ySPd/Wh3fyfJbUmuX3INwLm5PsmR4fmRJDdsYy2wkrr7M0m+ccbqjdrm9Ul+q9d8NsmFVXXJciqF1bVBO93I9Ulu6+5vd/efJHkka9+TgQXr7hPd/YXh+beSPJTk0riuwqScpa1uxLUVttGyA+ZLk3zttOXjOfsHBLBcneR3q+rzVXVoWHdxd59I1i7ySS7atuqA023UNl1rYVreMdxWf+tpw0xppzABVfWyJK9Kcl9cV2GyzmiriWsrTM6yA+ZaZ10vuQZgY6/p7ldn7VbAt1fVz2x3QcA5c62F6fhgkr+d5KokJ5L8y2G9dgrbrKouSPI7Sd7V3X95tk3XWae9wpKs01ZdW2GClh0wH09y+WnLlyV5Ysk1ABvo7ieGx5NJ7szaLUVPPncb4PB4cvsqBE6zUdt0rYWJ6O4nu/vZ7v5ekn+Xv7lVVzuFbVRVL8haYPWR7v74sNp1FSZmvbbq2grTtOyA+XNJ9lfVFVV1XtYGYL97yTUA66iq86vqB597nuTnkzyQtTZ6cNjsYJK7tqdC4Awbtc27k/zjYdb7a5L8xXO3/ALLdcY4rf8ga9fVZK2d3lhVL6yqK7I2edgfLLs+WEVVVUk+lOSh7v6N015yXYUJ2aiturbCNO1d5sG6+1RVvSPJp5LsSXJrdz+4zBqADV2c5M6163j2Jvnt7v5kVX0uye1VdVOSx5O8ZRtrhJVUVR9N8tokP1JVx5O8N8n7s37b/ESSN2VtYpO/SvJLSy8YVtAG7fS1VXVV1m7RfSzJP0mS7n6wqm5P8uUkp5K8vbuf3Y66YQW9Jsnbknypqu4f1v16XFdhajZqq291bYXpqW5D0gAAAAAAcO6WPUQGAAAAAAC7hIAZAAAAAIBRBMwAAAAAAIwiYAYAAAAAYBQBMwAAAAAAowiYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFEEzAAAAAAAjCJgBgAAAABgFAEzAAAAAACjCJgBAAAAABhFwAwAAAAAwCgCZgAAAAAARhEwAwAAAAAwyt5lHuy8emG/KOcv85AAAAAAAJyjb+WpP+vul2623VID5hfl/PxUXbvMQwIAAAAAcI5+r+/46izbGSIDAAAAAIBRBMwAAAAAAIwiYAYAAAAAYBQBMwAAAAAAowiYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGGWmgLmq3l1VD1bVA1X10ap6UVVdUVX3VdXDVfWxqjpv0cUCAAAAADAdmwbMVXVpkn+W5EB3/90ke5LcmOQDSW7p7v1Jnkpy0yILBQAAAABgWmYdImNvkh+oqr1JXpzkRJLXJbljeP1IkhvmXx4AAAAAAFO1acD8/7N3x7Galfd94L8/zYAdQywYxxACpCbdkRvaXWN3REm9ihwTx5DNBirZWVDrjiLU2V05XXuTqCb5Y+1dbbW21I2balNXs8HxVHKMKTECtZYdMoXNRupSX2waGxMLTDAeQxkngSRgCTP4t3/cgzMe7p373nPf98659/18pNH7nvOec89vzn2f97zznec8T3d/I8k/S/J4VoPlP09yf5JnuvvEsNmxJBevtX9VHaqqlapaeSHPz6dqAAAAAADOuFmGyDg/yXVJLkvyQ0nOSXLtGpv2Wvt39+HuPtDdB87KK7ZSKwAAAAAAEzLLEBk/meSPu/ub3f1Ckk8l+btJzhuGzEiSS5I8saAaAQAAAACYoFkC5seTXFVVr6qqSnJ1ki8nuSfJO4ZtDia5czElAgAAAAAwRbOMwXxfVifz+3ySLw77HE7yviS/WFWPJHlNklsWWCcAAAAAABOzd+NNku5+f5L3n7L60SRXzr0iAAAAAAB2hFmGyAAAAAAAgJcRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFEEzAAAAAAAjCJgBgAAAABgFAEzAAAAAACjCJgBAAAAABhlw4C5ql5fVQ+c9Ocvquq9VbWvqu6uqoeHx/O3o2AAAAAAAKZhw4C5u7/S3Vd09xVJ/naSbyW5I8nNSY529/4kR4dlAAAAAACWxGaHyLg6yVe7+2tJrktyZFh/JMn18ywMAAAAAIBp22zAfEOSTwzPL+zuJ5NkeLxgrR2q6lBVrVTVygt5fnylAAAAAABMyswBc1WdneRnk/ybzRyguw9394HuPnBWXrHZ+gAAAAAAmKjN9GC+Nsnnu/upYfmpqrooSYbH4/MuDgAAAACA6dpMwHxj/mp4jCS5K8nB4fnBJHfOqygAAAAAAKZvpoC5ql6V5G1JPnXS6g8meVtVPTy89sH5lwcAAAAAwFTtnWWj7v5Wktecsu5Pk1y9iKIAAAAAAJi+zQyRAQAAAAAA3yVgBgAAAABgFAEzAAAAAACjCJgBAAAAABhFwAwAAAAAwCgCZgAAAAAARhEwAwAAAAAwioAZAAAAAIBRBMwAAAAAAIwiYAYAAAAAYBQBMwAAAAAAowiYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMMpMAXNVnVdVt1fVH1XVQ1X1Y1W1r6rurqqHh8fzF10sAAAAAADTMWsP5l9P8pnu/htJ3pDkoSQ3Jzna3fuTHB2WAQAAAABYEhsGzFX16iQ/nuSWJOnub3f3M0muS3Jk2OxIkusXVSQAAAAAANMzSw/mH0nyzSS/VVVfqKrfrKpzklzY3U8myfB4wVo7V9WhqlqpqpUX8vzcCgcAAAAA4MyaJWDem+RNST7S3W9M8lw2MRxGdx/u7gPdfeCsvGJkmQAAAAAATM0sAfOxJMe6+75h+fasBs5PVdVFSTI8Hl9MiQAAAAAATNGGAXN3/+ckX6+q1w+rrk7y5SR3JTk4rDuY5M6FVAgAAAAAwCTtnXG7f5zk41V1dpJHk/x8VsPp26rqpiSPJ3nnYkoEAAAAAGCKZgqYu/uBJAfWeOnq+ZYDAAAAAMBOMcsYzAAAAAAA8DICZgAAAAAARhEwAwAAAAAwioAZAAAAAIBRBMwAAAAAAIwiYAYAAAAAYBQBMwAAAAAAo+w90wUAAAAArOezTzzwPctv/6ErzlAlAKxFD2YAAAAAAEbRgxkAAACY2ak9itcyz17GeiwDTJsezAAAAAAAjCJgBgAAAABgFENkAAAAADMzZAUAJ9ODGQAAAACAUWbqwVxVjyX5yyQvJjnR3Qeqal+STyZ5XZLHkvxcdz+9mDIBAAAAAJiazfRg/onuvqK7DwzLNyc52t37kxwdlgEAAAAAWBJbGYP5uiRvGZ4fSXJvkvdtsR4AgEn77BMPfM+ycSgBAGCa35NPrSmZRl27zaw9mDvJ71bV/VV1aFh3YXc/mSTD4wWLKBAAAAAAgGmatQfzm7v7iaq6IMndVfVHsx5gCKQPJckr86oRJQIAAAAAMEXV3ZvboeoDSZ5N8o+SvKW7n6yqi5Lc292vP92+r659/Xfq6rG1skBr3TKwFrcRAADAmeeWXwBg0X6vb7//pPn41rXhEBlVdU5Vff9Lz5P8VJIvJbkrycFhs4NJ7hxfLgAAAAAAO80sQ2RcmOSOqnpp+9/u7s9U1eeS3FZVNyV5PMk7F1cmi6a3AwAA7By+vwMAU7FhwNzdjyZ5wxrr/zSJ8S4AAAAAAJbUhkNkAAAAAADAWgTMAAAAAACMImAGAAAAAGCUWSb5AwBYSp994oENtzHRFgAAsMz0YAYAAAAAYBQ9mAFmtFZPxu3uuThLb8pZzVL7FP7O8zT2/M36dz715+/kc8Uqv0MAAIDT04MZAAAAAIBRBMwAAAAAAIxS3b1tB3t17eu/U1dv2/EAzoSxwyQs4/AKY4fg2G1DdwAAcGb4Xgmwvt/r2+/v7gMbbacHMwAAAAAAo+jBDOxY8+z9uhY9FwAAAIBlpQczAAAAAAALtfdMFwBsn1l77q5lkb15Z6lrreOPrUnPZNjdjKUIALvLMs5VAi/x3ZadQA9mAAAAAABGETADAAAAADDKzJP8VdWeJCtJvtHdP1NVlyW5Ncm+JJ9P8q7u/vbpfoZJ/gBYJstwO9tWht452VrnZRnO307ldwPjaDsAwE6yiEn+3pPkoZOWP5Tkw929P8nTSW7aXIkAAAAAAOxkM/VgrqpLkhxJ8k+T/GKS/zbJN5P8YHefqKofS/KB7n776X6OHsywfMZO4MfsPUOdv1XeaywznxeLp+cpMG+zTFw3rzuFtsJnHTAF/r13Zsy7B/M/T/JPknxnWH5Nkme6+8SwfCzJxWvtWFWHqmqlqlZeyPMzHg4AAAAAgKnbMGCuqp9Jcry77z959RqbrtkVursPd/eB7j5wVl4xskwAAAAAAKZmwyEyqur/SPKuJCeSvDLJq5PckeTtMUQGTMY8b59bxttK3G4zu7HvNecPpmeqwz7MUteibxufwnkAAIAzaW5DZHT3r3T3Jd39uiQ3JPn33f33k9yT5B3DZgeT3LmFegEAAAAA2GFmmuTvuxtXvSXJL3f3z1TVjyS5Ncm+JF9I8g+6+7SDLE+1B/O8esCMnZRhJ/WQmcIkE6fabedvJ/19gMVYdK9Sn0Vb41rIZmlz0zDrZ+tu+n2NnQB0Ge+MG3vtneqdIMzf2M+Gee0368/2/lsOU71WTbEuk2Fvzaw9mPdu5od2971J7h2eP5rkyjHFAQAAAACw822qB/NWbXcP5p38vxSLrn2K/6s01qLHg91N52oKlnH8Xu/RzVnG9wg7+5oNu5k7/ViEKdwJ4r01Db73wcvN0nudxdvuu0q38u//Rb5H5jYGMwAAAAAArEXADAAAAADAKLt6iAxgnJ08WYTbbWe33bckTvV95RY0mI+ptvGdYrsnVfP7gumZarv0/RpgeRkiAwAAAACAhdKDGXYxPTNhPnbKBHTzrHOn/J1hI66FAGzWTu61PdWe8LAsdlsb1IMZAAAAAICF0oMZAJib3Ta291R7IOiVCwAALJoezAAAAAAALJSAGQAAAACAUZZuiIyp3uo6Rc7V7JbxXM36d57XbdzLeI7XMnb4gbXM8vuadb8pcq5gZ/D5zumMfX8s6/tqisPnTPV3McVztWjb/Xde5O9+p7yvkmnUdaqp1rndn/mz7LeVia+X8XOG3ccQGQAAAAAALNTS9WAGYP5228Rui7TontW7yTx7iS+yx/lWerYwDdv9mTLVz7Cp1jVFzhWn4/2xs/h9AaxPD2YAAAAAABZKwAwAAAAAwCgbDpFRVa9M8vtJXpFkb5Lbu/v9VXVZkluT7Evy+STv6u5vn+5nGSIDmAK3wbFMvN+Xl4koAQCArZjnEBnPJ3lrd78hyRVJrqmqq5J8KMmHu3t/kqeT3LSVggEAAAAA2Fk2NclfVb0qyR8k+R+T/LskP9jdJ6rqx5J8oLvffrr9F9mDeZ4T7Oy2yXoWOfmWc7VqCpNMzev4i64BAHaL3f69AXYC7WQ5nPp7Xsbf6Zn4t9wiz/tU77Kb4ntt1nM19vNwnpOQj3VqXWPfH1P4u+w2ey56ZH6T/FXVnqp6IMnxJHcn+WqSZ7r7xLDJsSQXr7PvoapaqaqVF/L8bNUDAAAAADB5m+3BfF6SO5L8L0l+q7v/i2H9pUk+3d3/5en23+1jMM/zf0rm+b9RUzWv87UM5wrYmabaM+NUi75+sfvslPf2svI9aHbu9Jud9xUnm1dPSe+Z7eG8A2PNcwzm7+ruZ5Lcm+SqJOdV1d7hpUuSPLHZIgEAAAAA2Lk2DJir6rVDz+VU1fcl+ckkDyW5J8k7hs0OJrlzUUUCAAAAADA9Gw6RUVX/VZIjSfZkNZC+rbv/t6r6kSS3JtmX5AtJ/kF3n3aQ5d0+RAYsu2W8ZXqRf+dlPJ9b4dZdtkqb43S8P4B5m2XYgnlO2uUzC5iqRX4esjWzDpGxd6MNuvsPk7xxjfWPJrlyXHkAAAAAAOx0m5rkb6v0YIb52G2TxkyBXh6zc65g93A9AQAA1rOQSf4AAAAAAOAlAmYAAAAAAEYxREZmvz10I24fBWAnmGUSDWZnmAk2os3B7mXosOU16+/eNYBlNoXvydrq1hgiAwAAAACAhdrVPZj9b/LsnKvZOVds1rzukkiW473mrhIA2JjvpADAounBDAAAAADAQu3qHswArG9sT2G9owAAlofe8gDLSw9mAAAAAAAWSsAMAAAAAMAoe890AQCcGW5t3PkWOSHirD/b+wgAdrdlvNbP8j1oGc/LWpwr+F7L+u8oPZgBAAAAABjFJH8AADuM3kIAAMCimeQPAAAAAICFEjADAAAAADDKhpP8VdWlSf51kh9M8p0kh7v716tqX5JPJnldkseS/Fx3P724Uudj7IRIy3ibqXM1u2UcxH1ek4vN2246xwDr2e7PulM/833WcrK1vhPM6z0yz+8by/C+nWJbXeT7YyumeK4WbZ7DKy1youFFH38Zftcb8dm6arv/TbuTzxVsZJYezCeS/FJ3/2iSq5K8u6ouT3JzkqPdvT/J0WEZAAAAAIAlselJ/qrqziT/1/DnLd39ZFVdlOTe7n796fY1yR/zsIy9DQDYGnflMCVT7dEJzMcy3t0IwO60kEn+qup1Sd6Y5L4kF3b3k0kyPF6wzj6HqmqlqlZeyPObORwAAAAAABM2cw/mqjo3yf+T5J9296eq6pnuPu+k15/u7vNP9zP0YAYAWGX8SAAAYMrm2oO5qs5K8jtJPt7dnxpWPzUMjZHh8fjYYgEAAAAA2Hk2DJirqpLckuSh7v61k166K8nB4fnBJHfOvzwAAAAAAKZqwyEyquq/TvL/Jvliku8Mq381q+Mw35bkh5M8nuSd3f1np/tZhsgAAGC3MFnf1jh/ALPzmckymer7fZF1bWX4vEXac9EjMw2RsXejDbr7D5LUOi9LiwEAAAAAltTMk/zNw27vwTzr/zZM4X9dpmCW8zXPc3Xq8fweAABgPN+vAWB3m+skfwAAAAAAcCo9mAEAAAAA+B56MAMAAAAAsFACZgAAAAAARhEwAwAAAAAwioAZAAAAAIBRBMwAAAAAAIwiYAYAAAAAYBQBMwAAAAAAowiYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUTYMmKvqo1V1vKq+dNK6fVV1d1U9PDyev9gyAQAAAACYmll6MH8syTWnrLs5ydHu3p/k6LAMAAAAAMAS2TBg7u7fT/Jnp6y+LsmR4fmRJNfPuS4AAAAAACZu7BjMF3b3k0kyPF6w3oZVdaiqVqpq5YU8P/JwAAAAAABMzcIn+evuw919oLsPnJVXLPpwAAAAAABsk7EB81NVdVGSDI/H51cSAAAAAAA7wdiA+a4kB4fnB5PcOZ9yAAAAAADYKTYMmKvqE0n+Q5LXV9WxqropyQeTvK2qHk7ytmEZAAAAAIAlsnejDbr7xnVeunrOtQAAAAAAsIMsfJI/AAAAAAB2JwEzAAAAAACjCJgBAAAAABhFwAwAAAAAwCgCZgAAAAAARhEwAwAAAAAwioAZAAAAAIBRBMwAAAAAAIwiYAYAAAAAYBQBMwAAAAAAowiYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUbYUMFfVNVX1lap6pKpunldRAAAAAABM3+iAuar2JPmNJNcmuTzJjVV1+bwKAwAAAABg2rbSg/nKJI9096Pd/e0ktya5bj5lAQAAAAAwdVsJmC9O8vWTlo8N675HVR2qqpWqWnkhz2/hcAAAAAAATMneLexba6zrl63oPpzkcJJU1Td/r2//WpIfSPInWzg2sD20VdgZtFXYGbRV2Bm0VZg+7RS2x1+bZaOtBMzHklx60vIlSZ443Q7d/dokqaqV7j6whWMD20BbhZ1BW4WdQVuFnUFbhenTTmFatjJExueS7K+qy6rq7CQ3JLlrPmUBAAAAADB1o3swd/eJqvqFJJ9NsifJR7v7wblVBgAAAADApG1liIx096eTfHrEroe3clxg22irsDNoq7AzaKuwM2irMH3aKUxIdb9sXj4AAAAAANjQVsZgBgAAAABgiQmYAQAAAAAYZdsD5qq6pqq+UlWPVNXN2318YH1V9VhVfbGqHqiqlWHdvqq6u6oeHh7PP9N1wrKpqo9W1fGq+tJJ69Zsm7XqXwzX2T+sqjeducpheazTTj9QVd8YrqsPVNVPn/Tarwzt9CtV9fYzUzUsn6q6tKruqaqHqurBqnrPsN51FSbkNG3VtRUmaFsD5qrak+Q3klyb5PIkN1bV5dtZA7Chn+juK7r7wLB8c5Kj3b0/ydFhGdheH0tyzSnr1mub1ybZP/w5lOQj21QjLLuP5eXtNEk+PFxXrxgmyM7w/feGJH9z2OdfDt+TgcU7keSXuvtHk1yV5N1Dm3RdhWlZr60mrq0wOdvdg/nKJI9096Pd/e0ktya5bptrADbnuiRHhudHklx/BmuBpdTdv5/kz05ZvV7bvC7Jv+5V/1+S86rqou2pFJbXOu10PdclubW7n+/uP07ySFa/JwML1t1Pdvfnh+d/meShJBfHdRUm5TRtdT2urXAGbXfAfHGSr5+0fCyn/4AAtlcn+d2qur+qDg3rLuzuJ5PVi3ySC85YdcDJ1mubrrUwLb8w3Fb/0ZOGmdJOYQKq6nVJ3pjkvriuwmSd0lYT11aYnO0OmGuNdb3NNQDre3N3vymrtwK+u6p+/EwXBGyaay1Mx0eS/PUkVyR5Msn/OazXTuEMq6pzk/xOkvd291+cbtM11mmvsE3WaKuurTBB2x0wH0ty6UnLlyR5YptrANbR3U8Mj8eT3JHVW4qeeuk2wOHx+JmrEDjJem3TtRYmoruf6u4Xu/s7Sf7v/NWtutopnEFVdVZWA6uPd/enhtWuqzAxa7VV11aYpu0OmD+XZH9VXVZVZ2d1APa7trkGYA1VdU5Vff9Lz5P8VJIvZbWNHhw2O5jkzjNTIXCK9drmXUn+4TDr/VVJ/vylW36B7XXKOK1/L6vX1WS1nd5QVa+oqsuyOnnYf9zu+mAZVVUluSXJQ939aye95LoKE7JeW3VthWnau50H6+4TVfULST6bZE+Sj3b3g9tZA7CuC5PcsXodz94kv93dn6mqzyW5rapuSvJ4kneewRphKVXVJ5K8JckPVNWxJO9P8sGs3TY/neSnszqxybeS/Py2FwxLaJ12+paquiKrt+g+luS/T5LufrCqbkvy5SQnkry7u188E3XDEnpzkncl+WJVPTCs+9W4rsLUrNdWb3RthempbkPSAAAAAACweds9RAYAAAAAALuEgBkAAAAAgFEEzAAAAAAAjCJgBgAAAABgFAEzAAAAAACjCJgBAAAAABhFwAwAAAAAwCgCZgAAAAAARhEwAwAAAAAwioAZAAAAAIBRBMwAAAAAAIwiYAYAAAAAYBQBMwAAAAAAowiYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADDK3u082J5zz+m9+/Zt5yEBAAAAANikb3/92J9092s32m5bA+a9+/blh37pvdt5SAAAAAAA9GuG1AAAIABJREFUNumx9/7y12bZzhAZAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFEEzAAAAAAAjCJgBgAAAABgFAEzAAAAAACjCJgBAAAAABhFwAwAAAAAwCgzBcxV9T9X1YNV9aWq+kRVvbKqLquq+6rq4ar6ZFWdvehiAQAAAACYjg0D5qq6OMn/lORAd/+tJHuS3JDkQ0k+3N37kzyd5KZFFgoAAAAAwLTMOkTG3iTfV1V7k7wqyZNJ3prk9uH1I0mun395AAAAAABM1YYBc3d/I8k/S/J4VoPlP09yf5JnuvvEsNmxJBevtX9VHaqqlapaefHZ5+ZTNQAAAAAAZ9wsQ2Scn+S6JJcl+aEk5yS5do1Ne639u/twdx/o7gN7zj1nK7UCAAAAADAhswyR8ZNJ/ri7v9ndLyT5VJK/m+S8YciMJLkkyRMLqhEAAAAAgAmaJWB+PMlVVfWqqqokVyf5cpJ7krxj2OZgkjsXUyIAAAAAAFM0yxjM92V1Mr/PJ/nisM/hJO9L8otV9UiS1yS5ZYF1AgAAAAAwMXs33iTp7vcnef8pqx9NcuXcKwIAAAAAYEeYZYgMAAAAAAB4GQEzAAAAAACjCJgBAAAAABhFwAwAAAAAwCgCZgAAAAAARhEwAwAAAAAwioAZAAAAAIBRBMwAAAAAAIwiYAYAAAAAYBQBMwAAAAAAowiYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMMqGAXNVvb6qHjjpz19U1Xural9V3V1VDw+P529HwQAAAAAATMOGAXN3f6W7r+juK5L87STfSnJHkpuTHO3u/UmODssAAAAAACyJzQ6RcXWSr3b315Jcl+TIsP5IkuvnWRgAAAAAANO22YD5hiSfGJ5f2N1PJsnweMFaO1TVoapaqaqVF599bnylAAAAAABMyswBc1WdneRnk/ybzRyguw9394HuPrDn3HM2Wx8AAAAAABO1mR7M1yb5fHc/NSw/VVUXJcnweHzexQEAAAAAMF2bCZhvzF8Nj5EkdyU5ODw/mOTOeRUFAAAAAMD0zRQwV9WrkrwtyadOWv3BJG+rqoeH1z44//IAAAAAAJiqvbNs1N3fSvKaU9b9aZKrF1EUAAAAAADTt5khMgAAAAAA4LsEzAAAAAAAjCJgBgAAAABgFAEzAAAAAACjCJgBAAAAABhFwAwAAAAAwCgCZgAAAAAARhEwAwAAAAAwioAZAAAAAIBRBMwAAAAAAIwiYAYAAAAAYBQBMwAAAAAAowiYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEaZKWCuqvOq6vaq+qOqeqiqfqyq9lXV3VX18PB4/qKLBQAAAABgOmbtwfzrST7T3X8jyRuSPJTk5iRHu3t/kqPDMgAAAAAAS2LDgLmqXp3kx5PckiTd/e3ufibJdUmODJsdSXL9oooEAAAAAGB6ZunB/CNJvpnkt6rqC1X1m1V1TpILu/vJJBkeL1hr56o6VFUrVbXy4rPPza1wAAAAAADOrFkC5r1J3pTkI939xiTPZRPDYXT34e4+0N0H9px7zsgyAQAAAACYmlkC5mNJjnX3fcPy7VkNnJ+qqouSZHg8vpgSAQAAAACYog0D5u7+z0m+XlWvH1ZdneTLSe5KcnBYdzDJnQupEAAAAACASdo743b/OMnHq+rsJI8m+fmshtO3VdVNSR5P8s7FlAgAAAAAwBTNFDB39wNJDqzx0tXzLQcAAAAAgJ1iljGYAQAAAADgZQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFEEzAAAAAAAjCJgBgAAAABgFAEzAAAAAACjCJgBAAAAABhFwAwAAAAAwCgCZgAAAAAARtk7y0ZV9ViSv0zyYpIT3X2gqvYl+WSS1yV5LMnPdffTiykTAAAAAICp2UwP5p/o7iu6+8CwfHOSo929P8nRYRkAAAAAgCWxlSEyrktyZHh+JMn1Wy8HAAAAAICdYtaAuZP8blXdX1WHhnUXdveTSTI8XrDWjlV1qKpWqmrlxWef23rFAAAAAABMwkxjMCd5c3c/UVUXJLm7qv5o1gN09+Ekh5PkFT98aY+oEQAAAACACZqpB3N3PzE8Hk9yR5IrkzxVVRclyfB4fFFFAgAAAAAwPRsGzFV1TlV9/0vPk/xUki8luSvJwWGzg0nuXFSRAAAAAABMzyxDZFyY5I6qemn73+7uz1TV55LcVlU3JXk8yTsXVyYAAAAAAFOzYcDc3Y8mecMa6/80ydWLKAoAAAAAgOmbaQxmAAAAAAA4lYAZAAAAAIBRBMwAAAAAAIwiYAYAAAAAYBQBMwAAAAAAowiYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKDMHzFW1p6q+UFX/dli+rKruq6qHq+qTVXX24soEAAAAAGBqNtOD+T1JHjpp+UNJPtzd+5M8neSmeRYGAAAAAMC0zRQwV9UlSf6bJL85LFeStya5fdjkSJLrF1EgAAAAAADTNGsP5n+e5J8k+c6w/Jokz3T3iWH5WJKL19qxqg5V1UpVrbz47HNbKhYAAAAAgOnYMGCuqp9Jcry77z959Rqb9lr7d/fh7j7Q3Qf2nHvOyDIBAAAAAJiavTNs8+YkP1tVP53klUlendUezedV1d6hF/MlSZ5YXJkAAAAAAEzNhj2Yu/tXuvuS7n5dkhuS/Pvu/vtJ7knyjmGzg0nuXFiVAAAAAABMzqxjMK/lfUl+saoeyeqYzLfMpyQAAAAAAHaCWYbI+K7uvjfJvcPzR5NcOf+SAAAAAADYCbbSgxkAAAAAgCUmYAYAAAAAYBQBMwAAAAAAowiYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADDKhgFzVb2yqv5jVf2nqnqwqv7XYf1lVXVfVT1cVZ+sqrMXXy4AAAAAAFMxSw/m55O8tbvfkOSKJNdU1VVJPpTkw929P8nTSW5aXJkAAAAAAEzNhgFzr3p2WDxr+NNJ3prk9mH9kSTXL6RCAAAAAAAmaaYxmKtqT1U9kOR4kruTfDXJM919YtjkWJKL19n3UFWtVNXKi88+N4+aAQAAAACYgJkC5u5+sbuvSHJJkiuT/Oham62z7+HuPtDdB/ace874SgEAAAAAmJSZAuaXdPczSe5NclWS86pq7/DSJUmemG9pAAAAAABM2YYBc1W9tqrOG55/X5KfTPJQknuSvGPY7GCSOxdVJAAAAAAA07N3401yUZIjVbUnq4H0bd39b6vqy0lurar/PckXktyywDoBAAAAAJiYDQPm7v7DJG9cY/2jWR2PGQAAAACAJbSpMZgBAAAAAOAlAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFEEzAAAAAAAjCJgBgAAAABglA0D5qq6tKruqaqHqurBqnrPsH5fVd1dVQ8Pj+cvvlwAAAAAAKZilh7MJ5L8Unf/aJKrkry7qi5PcnOSo929P8nRYRkAAAAAgCWxd6MNuvvJJE8Oz/+yqh5KcnGS65K8ZdjsSJJ7k7xvIVUCAMA2+up/96++Z/mvf/J/OEOVAADAtG1qDOaqel2SNya5L8mFQ/j8Ugh9wTr7HKqqlapaefHZ57ZWLQAAAAAAk7FhD+aXVNW5SX4nyXu7+y+qaqb9uvtwksNJ8oofvrTHFAkAANtJj2UAAJjNTD2Yq+qsrIbLH+/uTw2rn6qqi4bXL0pyfDElAgAAAAAwRRsGzLXaVfmWJA9196+d9NJdSQ4Ozw8muXP+5QEAAAAAMFWzDJHx5iTvSvLFqnpgWPerST6Y5LaquinJ40neuZgSAQBgZzh1csDEcBsAAOxuGwbM3f0HSdYbcPnq+ZYDAAAAAMBOMfMkfwAAwOnprQwAwLKZaZI/AAAAAAA4lYAZAAAAAIBRBMwAAAAAAIwiYAYAAAAAYBQBMwAAAAAAowiYAQAAAAAYRcAMAAAAAMAoAmYAAAAAAEYRMAMAAAAAMIqAGQAAAACAUQTMAAAAAACMImAGAAAAAGAUATMAAAAAAKMImAEAAAAAGGXDgLmqPlpVx6vqSyet21dVd1fVw8Pj+YstEwAAAACAqZmlB/PHklxzyrqbkxzt7v1Jjg7LAAAAAAAskQ0D5u7+/SR/dsrq65IcGZ4fSXL9nOsCAAAAAGDixo7BfGF3P5kkw+MF621YVYeqaqWqVl589rmRhwMAAAAAYGoWPslfdx/u7gPdfWDPuecs+nAAAAAAAGyTsQHzU1V1UZIMj8fnVxIAAAAAADvB2ID5riQHh+cHk9w5n3IAAAAAANgpNgyYq+oTSf5DktdX1bGquinJB5O8raoeTvK2YRkAAAAAgCWyd6MNuvvGdV66es61AAAAAACwgyx8kj8AAAAAAHYnATMAAAAAAKMImAEAAAAAGEXADAAAAADAKAJmAAAAAABGETADAAAAADCKgBkAAAAAgFEEzAAAAAAAjCJgBgAAAABgFAEzAAAAAACjCJgBAAAAABhFwAwAAAAAwCgCZgAAAAAARhEwAwAAAAAwioAZAAAAAIBRthQwV9U1VfWVqnqkqm6eV1EAAAAAAEzf6IC5qvYk+Y0k1ya5PMmNVXX5vAoDAAAAAGDattKD+cokj3T3o9397SS3JrluPmUBAAAAADB1WwmYL07y9ZOWjw3rvkdVHaqqlapaefHZ57ZwOAAAAAAApmTvFvatNdb1y1Z0H05yOEmq6puPvfeXv5bkB5L8yRaODWwPbRV2Bm0VdgZtFXYGbRWmTzuF7fHXZtloKwHzsSSXnrR8SZInTrdDd782SapqpbsPbOHYwDbQVmFn0FZhZ9BWYWfQVmH6tFOYlq0MkfG5JPur6rKqOjvJDUnumk9ZAAAAAABM3egezN19oqp+Iclnk+xJ8tHufnBulQEAAAAAMGlbGSIj3f3pJJ8esevhrRwX2DbaKuwM2irsDNoq7AzaKkyfdgoTUt0vm5cPAAAAAAA2tJUxmAEAAAAAWGICZgAAAAAARtn2gLmqrqmqr1TVI1V183YfH1hfVT1WVV+sqgeqamVYt6+q7q6qh4fH8890nbBsquqjVXW8qr500ro122at+hfDdfYPq+pNZ65yWB7rtNMPVNU3huvqA1X10ye99itDO/1KVb39zFQNy6eqLq2qe6rqoap6sKreM6x3XYUJOU1bdW2FCdrWgLmq9iT5jSTXJrk8yY1Vdfl21gBs6Ce6+4ruPjAs35zkaHfvT3J0WAa218eSXHPKuvXa5rVJ9g9/DiX5yDbVCMvuY3l5O02SDw/X1SuGCbIzfP+9IcnfHPb5l8P3ZPj/27v/WMnO8j7g30de/wgGZBuwcWy3NumKQn9g6ApMqZATh5+iXUeCyKghK2R1o8q0oaFqHP4oqFJUkBpoqqZITnFYJMC4xpYtFWGMC6WRGuK1sYKNg+wYMIu3Ngk20CIZLzz9447DZX3v3rnnzsw9987nI61mzpkzd5575rzzzn32ed+X+TuW5F3d/aIklyS5atIm9aswLuu11UTfCqOz6Armlyd5oLsf7O4fJbkuyf4FxwBszv4khyb3DyW5fBtjgaXU3V9M8t3jdq/XNvcn+Wiv+JMkZ1TVuYuJFJbXOu10PfuTXNfdT3T315M8kJXvycCcdffR7r5rcv8HSe5Lcl70qzAqJ2ir69G3wjZadIL5vCTfWrV9JCf+gAAWq5N8tqrurKqDk33ndPfRZKWTT3L2tkUHrLZe29TXwri8YzKs/tpV00xppzACVXVhkpcm+VL0qzBax7XVRN8Ko7PoBHOtsa8XHAOwvld198uyMhTwqqp69XYHBGyavhbG40NJfiHJxUmOJvm9yX7tFLZZVT0zyaeSvLO7v3+iQ9fYp73CgqzRVvWtMEKLTjAfSXLBqu3zkzy84BiAdXT3w5PbR5PclJUhRY88NQxwcvvo9kUIrLJe29TXwkh09yPd/ePu/kmSP8xPh+pqp7CNqurkrCSsPtbdN05261dhZNZqq/pWGKdFJ5jvSLK3qi6qqlOyMgH7LQuOAVhDVZ1eVc966n6S1ya5Jytt9MDksANJbt6eCIHjrNc2b0ny65NV7y9J8r2nhvwCi3XcPK2/kpV+NVlpp1dU1alVdVFWFg/700XHB8uoqirJh5Pc190fWPWQfhVGZL22qm+FcdqzyBfr7mNV9Y4ktyY5Kcm13X3vImMA1nVOkptW+vHsSfLx7v5MVd2R5PqqujLJQ0neso0xwlKqqk8kuTTJc6vqSJL3JHlf1m6bn07yxqwsbPLDJG9feMCwhNZpp5dW1cVZGaL7jSS/kSTdfW9VXZ/kq0mOJbmqu3+8HXHDEnpVkrcl+UpV3T3Z9+7oV2Fs1murb9W3wvhUtylpAAAAAADYvEVPkQEAAAAAwC4hwQwAAAAAwCASzAAAAAAADCLBDAAAAADAIBLMAAAAAAAMIsEMAAAAAMAgEswAAAAAAAwiwQwAAAAAwCASzAAAAAAADCLBDAAAAADAIBLMAAAAAAAMIsEMAAAAAMAgEswAAAAAAAwiwQwAAAAAwCASzAAAAAAADCLBDAAAAADAIBLMAAAAAAAMIsEMAAAAAMAgEswAAAAAAAwiwQwAAAAAwCASzAAAAAAADCLBDAAAAADAIBLMAAAAAAAMIsEMAAAAAMAgEswAAAAAAAyyZ5Evdkqd2qfl9EW+JAAAAAAAm/SDPPaX3f28jY5baIL5tJyeV9Rli3xJAAAAAAA26XN9wzenOc4UGQAAAAAADCLBDAAAAADAIBLMAAAAAAAMIsEMAAAAAMAgEswAAAAAAAwiwQwAAAAAwCASzAAAAAAADCLBDAAAAADAIBLMAAAAAAAMIsEMAAAAAMAgEswAAAAAAAwiwQwAAAAAwCASzAAAAAAADDJVgrmq/lVV3VtV91TVJ6rqtKq6qKq+VFX3V9Unq+qUeQcLAAAAAMB4bJhgrqrzkvzLJPu6++8mOSnJFUnen+SD3b03yWNJrpxnoAAAAAAAjMu0U2TsSfJzVbUnyTOSHE3yS0lumDx+KMnlsw8PAAAAAICx2jDB3N3fTvIfkjyUlcTy95LcmeTx7j42OexIkvPWen5VHayqw1V1+Mk8MZuoAQAAAADYdtNMkXFmkv1JLkry80lOT/KGNQ7ttZ7f3dd0977u3ndyTt1KrAAAAAAAjMg0U2T8cpKvd/d3uvvJJDcm+YdJzphMmZEk5yd5eE4xAgAAAAAwQtMkmB9KcklVPaOqKsllSb6a5PNJ3jw55kCSm+cTIgAAAAAAYzTNHMxfyspifncl+crkOdck+e0kv1VVDyR5TpIPzzFOAAAAAABGZs/GhyTd/Z4k7zlu94NJXj7ziAAAAAAA2BGmmSIDAAAAAACeRoIZAAAAAIBBJJgBAAAAABhEghkAAAAAgEEkmAEAAAAAGESCGQAAAACAQSSYAQAAAAAYRIIZAAAAAIBBJJgBAAAAABhEghkAAAAAgEEkmAEAAAAAGESCGQAAAACAQSSYAQAAAAAYRIIZAAAAAIBBJJgBAAAAABhkwwRzVb2wqu5e9e/7VfXOqjqrqm6rqvsnt2cuImAAAAAAAMZhwwRzd3+tuy/u7ouT/IMkP0xyU5Krk9ze3XuT3D7ZBgAAAABgSWx2iozLkvxFd38zyf4khyb7DyW5fJaBAQAAAAAwbptNMF+R5BOT++d099EkmdyevdYTqupgVR2uqsNP5onhkQIAAAAAMCpTJ5ir6pQk/yTJf9vMC3T3Nd29r7v3nZxTNxsfAAAAAAAjtZkK5jckuau7H5lsP1JV5ybJ5PbRWQcHAAAAAMB4bSbB/Nb8dHqMJLklyYHJ/QNJbp5VUAAAAAAAjN9UCeaqekaS1yS5cdXu9yV5TVXdP3nsfbMPDwAAAACAsdozzUHd/cMkzzlu318luWweQQEAAAAAMH6bmSIDAAAAAAD+mgQzAAAAAACDSDADAAAAADCIBDMAAAAAAINIMAMAAAAAMIgEMwAAAAAAg0gwAwAAAAAwiAQzAAAAAACDSDADAAAAADCIBDMAAAAAAINIMAMAAAAAMIgEMwAAAAAAg0gwAwAAAAAwiAQzAAAAAACDSDADAAAAADDIVAnmqjqjqm6oqj+vqvuq6pVVdVZV3VZV909uz5x3sAAAAAAAjMe0Fcy/n+Qz3f23k7wkyX1Jrk5ye3fvTXL7ZBsAAAAAgCWxYYK5qp6d5NVJPpwk3f2j7n48yf4khyaHHUpy+byCBAAAAABgfKapYH5Bku8k+aOq+nJV/deqOj3JOd19NEkmt2ev9eSqOlhVh6vq8JN5YmaBAwAAAACwvaZJMO9J8rIkH+rulyb5f9nEdBjdfU137+vufSfn1IFhAgAAAAAwNtMkmI8kOdLdX5ps35CVhPMjVXVukkxuH51PiAAAAAAAjNGGCebu/j9JvlVVL5zsuizJV5PckuTAZN+BJDfPJUIAAAAAAEZpz5TH/YskH6uqU5I8mOTtWUlOX19VVyZ5KMlb5hMiAAAAAABjNFWCubvvTrJvjYcum204AAAAAADsFNPMwQwAAAAAAE8jwQwAAAAAwCASzAAAAAAADCLBDAAAAADAIBLMAAAAAAAMIsEMAAAAAMAgEswAAAAAAAyyZ7sDAAAAAFjPrQ/f/TPbr/v5i7cpEgDWooIZAAAAAIBBVDADAAAAUzu+ongts6wyVrEMMG4qmAEAAAAAGESCGQAAAACAQUyRAQAAAEzNlBUArKaCGQAAAACAQaaqYK6qbyT5QZIfJznW3fuq6qwkn0xyYZJvJPnV7n5sPmECAAAAADA2m6lg/sXuvri79022r05ye3fvTXL7ZBsAAAAAgCWxlTmY9ye5dHL/UJIvJPntLcYDADBqtz58989sm4cSAADG+T35+JiSccS120xbwdxJPltVd1bVwcm+c7r7aJJMbs+eR4AAAAAAAIzTtBXMr+ruh6vq7CS3VdWfT/sCk4T0wSQ5Lc8YECIAAAAAAGNU3b25J1S9N8n/TfLPklza3Uer6twkX+juF57ouc+us/oVddnQWJmjtYYMrMUwAgAA2H6G/AIA8/a5vuHOVevxrWvDKTKq6vSqetZT95O8Nsk9SW5JcmBy2IEkNw8PFwAAAACAnWaaKTLOSXJTVT11/Me7+zNVdUeS66vqyiQPJXnL/MJk3lQ7AADAzuH7OwAwFhsmmLv7wSQvWWP/XyUx3wUAAAAAwJLacIoMAAAAAABYiwQzAAAAAACDSDADAAAAADDINIv8AQAspVsfvnvDYyy0BQAALDMVzAAAAAAADKKCGWBKa1UyLrpycZpqymlNE/sYfudZGnr+pv2dj//5O/lcscJ7CAAAcGIqmAEAAAAAGESCGQAAAACAQaq7F/Ziz66z+hV12cJeD2A7DJ0mYRmnVxg6Bcdum7oDAIDt4XslwPo+1zfc2d37NjpOBTMAAAAAAIOoYAZ2rFlWv65F5QIAAACwrFQwAwAAAAAwV3u2OwBgcaat3F3LPKt5p4lrrdcfGpPKZNjdzKUIALvLMq5VAk/x3ZadQAUzAAAAAACDSDADAAAAADDI1Iv8VdVJSQ4n+XZ3v6mqLkpyXZKzktyV5G3d/aMT/QyL/AGwTJZhONtWpt5Zba3zsgznb6fy3sAw2g4AsJPMY5G/30xy36rt9yf5YHfvTfJYkis3FyIAAAAAADvZVBXMVXV+kkNJfjfJbyX5x0m+k+T53X2sql6Z5L3d/boT/RwVzLB8hi7gx/SVoc7fCtcay8znxfypPAVmbZqF62Y1UmgrfNYBY+Dvve0x6wrm/5jk3yT5yWT7OUke7+5jk+0jSc5b64lVdbCqDlfV4SfzxJQvBwAAAADA2G2YYK6qNyV5tLvvXL17jUPXLIXu7mu6e1937zs5pw4MEwAAAACAsdlwioyq+vdJ3pbkWJLTkjw7yU1JXhdTZMBozHL43DIOKzHcZnpDrzXnD8ZnrNM+TBPXvIeNj+E8AADAdprZFBnd/TvdfX53X5jkiiT/o7v/aZLPJ3nz5LADSW7eQrwAAAAAAOwwUy3y99cHV12a5F9395uq6gVJrktyVpIvJ/m17j7hJMtjrWCeVQXM0EUZdlKFzBgWmTjebjt/O+n3AeZj3lWlPou2Rl/IZmlz4zDtZ+tuer+GLgC6jCPjhva9Yx0JwuwN/WyY1fOm/dmuv+Uw1r5qjHFZDHtrpq1g3rOZH9rdX0jyhcn9B5O8fEhwAAAAAADsfJuqYN6qRVcw7+T/pZh37GP8X6Wh5j0f7G46V2OwjPP3ukY3ZxmvEXZ2nw27mZF+zMMYRoK4tsbB9z54ummq15m/RY8q3crf//O8RmY2BzMAAAAAAKxFghkAAAAAgEF29RQZwDA7ebEIw22nt+ghiWO9rgxBg9kYaxvfKRa9qJr3C8ZnrO3S92uA5WWKDAAAAAAA5koFM+xiKjNhNnbKAnSzjHOn/M6wEX0hAJu1k6u2x1oJD8tit7VBFcwAAAAAAMyVCmYAYGZ229zeY61AUJULAADMmwpmAAAAAADmSoIZAAAAAIBBlm6KjLEOdR0j52p6y3iupv2dZzWMexnP8VqGTj+wlmner2mfN0bOFewMPt85kaHXx7JeV2OcPmes78UYz9W8Lfp3nud7v1MWQfb5AAAMa0lEQVSuq2QccR1vrHEu+jN/mudtZeHrZfycYfcxRQYAAAAAAHO1dBXMAMzeblvYbZ7mXVm9m8yySnyeFedbqWxhHBb9mTLWz7CxxjVGzhUn4vrYWbxfAOtTwQwAAAAAwFxJMAMAAAAAMMiGU2RU1WlJvpjk1CR7ktzQ3e+pqouSXJfkrCR3JXlbd//oRD/LFBnAGBgGxzJxvS8vC1ECAABbMcspMp5I8kvd/ZIkFyd5fVVdkuT9ST7Y3XuTPJbkyq0EDAAAAADAzrKpRf6q6hlJ/jjJP0/y35M8v7uPVdUrk7y3u193oufPs4J5lgvs7LbFeua5+JZztWIMi0zN6vXnHQMA7Ba7/XsD7ATayXI4/n1exvd0O/6Wm+d5H+souzFea9Oeq6Gfh7NchHyo4+Maen2M4XfZbU4694HZLfJXVSdV1d1JHk1yW5K/SPJ4dx+bHHIkyXnrPPdgVR2uqsNP5onpogcAAAAAYPQ2W8F8RpKbkvzbJH/U3X9rsv+CJJ/u7r93oufv9jmYZ/k/JbP836ixmtX5WoZzBexMY63MON68+y92n51ybS8r34OmZ6Tf9FxXrDarSknXzGI478BQs5yD+a919+NJvpDkkiRnVNWeyUPnJ3l4s0ECAAAAALBzbZhgrqrnTSqXU1U/l+SXk9yX5PNJ3jw57ECSm+cVJAAAAAAA47PhFBlV9feTHEpyUlYS0td397+rqhckuS7JWUm+nOTXuvuEkyzv9ikyYNkt45Dpef7Oy3g+t8LQXbZKm+NEXB/ArE0zbcEsF+3ymQWM1Tw/D9maaafI2LPRAd39Z0leusb+B5O8fFh4AAAAAADsdJta5G+rVDDDbOy2RWPGQJXH9Jwr2D30JwAAwHrmssgfAAAAAAA8RYIZAAAAAIBBTJGR6YeHbsTwUQB2gmkW0WB6pplgI9oc7F6mDlte0773+gCW2Ri+J2urW2OKDAAAAAAA5mpXVzD73+TpOVfTc67YrFmNkkiW41ozqgQANuY7KQAwbyqYAQAAAACYq11dwQzA+oZWCquOAgBYHqrlAZaXCmYAAAAAAOZKghkAAAAAgEH2bHcAAGwPQxt3vnkuiDjtz3YdAcDutox9/TTfg5bxvKzFuYKftax/R6lgBgAAAABgEIv8AQDsMKqFAACAebPIHwAAAAAAcyXBDAAAAADAIBsu8ldVFyT5aJLnJ/lJkmu6+/er6qwkn0xyYZJvJPnV7n5sfqHOxtAFkZZxmKlzNb1lnMR9VouLzdpuOscA61n0Z93xn/k+a1ltre8Es7pGZvl9Yxmu2zG21XleH1sxxnM1b7OcXmmeCw3P+/WX4b3eiM/WFYv+m3YnnyvYyDQVzMeSvKu7X5TkkiRXVdWLk1yd5Pbu3pvk9sk2AAAAAABLYtOL/FXVzUn+8+Tfpd19tKrOTfKF7n7hiZ5rkT9mYRmrDQDYGqNy2Kx5ft8Ya0UnMBvLOLoRgN1pLov8VdWFSV6a5EtJzunuo0kyuT17neccrKrDVXX4yTyxmZcDAAAAAGDEpq5grqpnJvmfSX63u2+sqse7+4xVjz/W3Wee6GeoYAYAWGH+SAAAYMxmWsFcVScn+VSSj3X3jZPdj0ymxsjk9tGhwQIAAAAAsPNsmGCuqkry4ST3dfcHVj10S5IDk/sHktw8+/AAAAAAABirDafIqKp/lOR/JflKkp9Mdr87K/MwX5/kbyR5KMlbuvu7J/pZpsgAAGC3sJDX1ljsEGB6PjNZJmO93ucZ11amz5unk859YKopMvZsdEB3/3GSWudh2WIAAAAAgCU19SJ/s7DbK5hVsWzONOdrlufq+NfzPgAAwHC+XwPA7jbTRf4AAAAAAOB4KpgBAAAAAPgZKpgBAAAAAJgrCWYAAAAAAAaRYAYAAAAAYBAJZgAAAAAABpFgBgAAAABgEAlmAAAAAAAGkWAGAAAAAGAQCWYAAAAAAAaRYAYAAAAAYBAJZgAAAAAABpFgBgAAAABgEAlmAAAAAAAG2TDBXFXXVtWjVXXPqn1nVdVtVXX/5PbM+YYJAAAAAMDYTFPB/JEkrz9u39VJbu/uvUlun2wDAAAAALBENkwwd/cXk3z3uN37kxya3D+U5PIZxwUAAAAAwMgNnYP5nO4+miST27PXO7CqDlbV4ao6/GSeGPhyAAAAAACMzdwX+evua7p7X3fvOzmnzvvlAAAAAABYkKEJ5keq6twkmdw+OruQAAAAAADYCYYmmG9JcmBy/0CSm2cTDgAAAAAAO8WGCeaq+kSS/53khVV1pKquTPK+JK+pqvuTvGayDQAAAADAEtmz0QHd/dZ1HrpsxrEAAAAAALCDzH2RPwAAAAAAdicJZgAAAAAABpFgBgAAAABgEAlmAAAAAAAGkWAGAAAAAGAQCWYAAAAAAAaRYAYAAAAAYBAJZgAAAAAABpFgBgAAAABgEAlmAAAAAAAGkWAGAAAAAGAQCWYAAAAAAAaRYAYAAAAAYBAJZgAAAAAABpFgBgAAAABgkC0lmKvq9VX1tap6oKqunlVQAAAAAACM3+AEc1WdlOQPkrwhyYuTvLWqXjyrwAAAAAAAGLetVDC/PMkD3f1gd/8oyXVJ9s8mLAAAAAAAxm4rCebzknxr1faRyb6fUVUHq+pwVR1+Mk9s4eUAAAAAABiTPVt4bq2xr5+2o/uaJNckSVV953N9wzeTPDfJX27htYHF0FZhZ9BWYWfQVmFn0FZh/LRTWIy/Oc1BW0kwH0lywart85M8fKIndPfzkqSqDnf3vi28NrAA2irsDNoq7AzaKuwM2iqMn3YK47KVKTLuSLK3qi6qqlOSXJHkltmEBQAAAADA2A2uYO7uY1X1jiS3JjkpybXdfe/MIgMAAAAAYNS2MkVGuvvTST494KnXbOV1gYXRVmFn0FZhZ9BWYWfQVmH8tFMYkep+2rp8AAAAAACwoa3MwQwAAAAAwBKTYAYAAAAAYJCFJ5ir6vVV9bWqeqCqrl706wPrq6pvVNVXquruqjo82XdWVd1WVfdPbs/c7jhh2VTVtVX1aFXds2rfmm2zVvynST/7Z1X1su2LHJbHOu30vVX17Um/endVvXHVY78zaadfq6rXbU/UsHyq6oKq+nxV3VdV91bVb07261dhRE7QVvWtMEILTTBX1UlJ/iDJG5K8OMlbq+rFi4wB2NAvdvfF3b1vsn11ktu7e2+S2yfbwGJ9JMnrj9u3Xtt8Q5K9k38Hk3xoQTHCsvtInt5Ok+SDk3714skC2Zl8/70iyd+ZPOe/TL4nA/N3LMm7uvtFSS5JctWkTepXYVzWa6uJvhVGZ9EVzC9P8kB3P9jdP0pyXZL9C44B2Jz9SQ5N7h9Kcvk2xgJLqbu/mOS7x+1er23uT/LRXvEnSc6oqnMXEyksr3Xa6Xr2J7muu5/o7q8neSAr35OBOevuo9191+T+D5Lcl+S86FdhVE7QVtejb4VttOgE83lJvrVq+0hO/AEBLFYn+WxV3VlVByf7zunuo8lKJ5/k7G2LDlhtvbapr4VxecdkWP21q6aZ0k5hBKrqwiQvTfKl6FdhtI5rq4m+FUZn0QnmWmNfLzgGYH2v6u6XZWUo4FVV9ertDgjYNH0tjMeHkvxCkouTHE3ye5P92ilss6p6ZpJPJXlnd3//RIeusU97hQVZo63qW2GEFp1gPpLkglXb5yd5eMExAOvo7ocnt48muSkrQ4oeeWoY4OT20e2LEFhlvbapr4WR6O5HuvvH3f2TJH+Ynw7V1U5hG1XVyVlJWH2su2+c7Navwsis1Vb1rTBOi04w35Fkb1VdVFWnZGUC9lsWHAOwhqo6vaqe9dT9JK9Nck9W2uiByWEHkty8PRECx1mvbd6S5Ncnq95fkuR7Tw35BRbruHlafyUr/Wqy0k6vqKpTq+qirCwe9qeLjg+WUVVVkg8nua+7P7DqIf0qjMh6bVXfCuO0Z5Ev1t3HquodSW5NclKSa7v73kXGAKzrnCQ3rfTj2ZPk4939maq6I8n1VXVlkoeSvGUbY4SlVFWfSHJpkudW1ZEk70nyvqzdNj+d5I1ZWdjkh0nevvCAYQmt004vraqLszJE9xtJfiNJuvveqro+yVeTHEtyVXf/eDvihiX0qiRvS/KVqrp7su/d0a/C2KzXVt+qb4XxqW5T0gAAAAAAsHmLniIDAAAAAIBdQoIZAAAAAIBBJJgBAAAAABhEghkAAAAAgEEkmAEAAAAAGESCGQAAAACAQSSYAQAAAAAY5P8DpsJ5o7VhaQkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1800x4608 with 14 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# For viewing results of output from decode(iterative_pw)\n",
    "\n",
    "import dataMaps\n",
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import Normalize\n",
    "\n",
    "norm = Normalize(vmin=0, vmax=1)\n",
    "norm_diff = Normalize(vmin=-1, vmax=1)\n",
    "\n",
    "step = \"quant\"\n",
    "prs_file = \"tmp/prs.npy\"\n",
    "basename = \"MAPS_MUS-chpn-p14_ENSTDkAm\"\n",
    "\n",
    "prs = np.load(prs_file)\n",
    "\n",
    "data = dataMaps.DataMaps()\n",
    "data.make_from_file(\"data/outputs-20/test/\" + basename + \".mid\", step, section=[0, 30])\n",
    "\n",
    "acoustic = data.input\n",
    "midi = data.target\n",
    "\n",
    "fig, ax = plt.subplots(2*len(prs)+2, 1, figsize=(25,16+len(prs)*8))\n",
    "ax[0].imshow(midi, aspect='auto', origin='lower')\n",
    "ax[1].imshow((acoustic>0.5).astype(int), aspect='auto', origin='lower')\n",
    "ax[2].imshow(acoustic, aspect='auto', origin='lower')\n",
    "for a, pr in zip(ax[3::2], prs):\n",
    "    a.imshow(pr, aspect='auto', origin='lower', norm=norm)\n",
    "for a, pr in zip(ax[4::2], list(range(1, len(prs)))):\n",
    "    a.imshow(prs[pr] - prs[pr-1], aspect='auto', origin='lower', norm=norm_diff)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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